├── LICENSE ├── README.md ├── python_and_ml ├── TOC.md ├── rl_np │ ├── 1.md │ ├── 2.md │ ├── 3.md │ ├── envs.py │ ├── figs │ │ ├── ac.jpg │ │ ├── ac_pi.jpg │ │ ├── actorcritic.drawio.svg │ │ ├── mc_q.png │ │ ├── mc_stateless.png │ │ ├── mc_stateless_bonus.png │ │ ├── mc_stateless_off_policy.png │ │ ├── mc_stateless_quick.png │ │ ├── mc_train.png │ │ ├── mc_trained_q.png │ │ ├── mc_v.png │ │ ├── model_q.jpg │ │ ├── model_q_pi.jpg │ │ ├── modelbased.drawio.svg │ │ ├── offpolicy_q.jpg │ │ ├── offpolicy_q_pi.jpg │ │ ├── onpolicy_q.jpg │ │ ├── onpolicy_q_pi.jpg │ │ ├── pg_stateless1.png │ │ ├── pg_stateless_bonus1.png │ │ ├── pg_stateless_bonus2.png │ │ ├── pg_train.png │ │ ├── pg_trained_q.png │ │ ├── sample1.gif │ │ ├── sample2.gif │ │ ├── sample3.gif │ │ ├── sarsa.jpg │ │ ├── sarsa_pi.jpg │ │ ├── selfplay.jpg │ │ ├── stateful.drawio.svg │ │ ├── stateful_agt.drawio.svg │ │ ├── stateful_episode.drawio.svg │ │ ├── stateful_mc.drawio.svg │ │ ├── stateful_td.drawio.svg │ │ ├── stateless.drawio.svg │ │ ├── stateless_agt.drawio.svg │ │ ├── stateless_env.drawio.svg │ │ ├── stateless_episode.drawio.svg │ │ ├── stateless_mc.drawio.svg │ │ └── stateless_offpolicy.drawio.svg │ ├── opts.py │ ├── opts_stateless.py │ ├── policies.py │ └── policies_stateless.py ├── section1 │ ├── 1-1.md │ ├── 1-2.md │ ├── 1-3.md │ └── preface.md ├── section2 │ ├── 2-1.md │ ├── 2-2.md │ ├── 2-3.md │ ├── figs │ │ ├── ax1.jpg │ │ ├── ax2.jpg │ │ ├── color.jpg │ │ ├── contour.jpg │ │ ├── contourf.jpg │ │ ├── digit.jpg │ │ ├── digits15.jpg │ │ ├── eigen.jpg │ │ ├── fourier.jpg │ │ ├── grid.jpg │ │ ├── lines.jpg │ │ ├── mcpi.jpg │ │ ├── ode1.jpg │ │ ├── ode2.jpg │ │ ├── ode3.jpg │ │ ├── ode4.jpg │ │ ├── output.gif │ │ ├── output2.gif │ │ ├── quiver.jpg │ │ ├── scatter.jpg │ │ ├── sin.jpg │ │ ├── sin2.jpg │ │ ├── sin3.jpg │ │ ├── sinint.jpg │ │ ├── sinsin1.jpg │ │ ├── sinsin2.jpg │ │ ├── sinsin3.jpg │ │ ├── sns1.jpg │ │ ├── sns10.jpg │ │ ├── sns11.jpg │ │ ├── sns12.jpg │ │ ├── sns13.jpg │ │ ├── sns14.jpg │ │ ├── sns15.jpg │ │ ├── sns16.jpg │ │ ├── sns17.jpg │ │ ├── sns18.jpg │ │ ├── sns19.jpg │ │ ├── sns2.jpg │ │ ├── sns20.jpg │ │ ├── sns21.jpg │ │ ├── sns22.jpg │ │ ├── sns4.jpg │ │ ├── sns8.jpg │ │ ├── sns9.jpg │ │ ├── sns_ex1.jpg │ │ ├── sns_ex2.jpg │ │ ├── sns_ex3.jpg │ │ ├── sns_ex4.jpg │ │ ├── sns_plt.jpg │ │ ├── sns_plt_ex1.jpg │ │ ├── stream.jpg │ │ ├── sympy.jpg │ │ ├── sympy2.jpg │ │ ├── sympy3.jpg │ │ └── trigs.jpg │ └── preface.md ├── section3 │ ├── 3-1.md │ ├── 3-2.md │ ├── 3-3.md │ ├── figs │ │ ├── DL.drawio.svg │ │ ├── RL.drawio.svg │ │ ├── ac.png │ │ ├── ac2.png │ │ ├── activation.drawio.svg │ │ ├── attn.drawio.svg │ │ ├── batchnorm.drawio.svg │ │ ├── callbacks.drawio.svg │ │ ├── cl1.jpg │ │ ├── cl2.jpg │ │ ├── cl3.jpg │ │ ├── cl_ex1.jpg │ │ ├── conv.gif │ │ ├── convolution.drawio.svg │ │ ├── dense.drawio.svg │ │ ├── dl_cl1.jpg │ │ ├── dl_cl2.jpg │ │ ├── dl_reg1.jpg │ │ ├── dropout.drawio.svg │ │ ├── gan.png │ │ ├── generated.gif │ │ ├── holdout1.jpg │ │ ├── holdout2.jpg │ │ ├── layernorm.drawio.svg │ │ ├── leaky_relu.jpg │ │ ├── lr1.jpg │ │ ├── lr2.jpg │ │ ├── lr3.jpg │ │ ├── lr4.jpg │ │ ├── lr4_2.jpg │ │ ├── lr5.jpg │ │ ├── lr6.jpg │ │ ├── lr7.jpg │ │ ├── lr_ex1.jpg │ │ ├── lr_ex2.jpg │ │ ├── lr_ex3.jpg │ │ ├── mc.png │ │ ├── mc2.png │ │ ├── mle1.jpg │ │ ├── mle2.jpg │ │ ├── mle_ex1.jpg │ │ ├── model.drawio.svg │ │ ├── multihead_attn.drawio.svg │ │ ├── nn1.drawio.svg │ │ ├── nn_ex1.drawio.svg │ │ ├── nn_ex2.drawio.svg │ │ ├── nn_ex3.png │ │ ├── nn_ex4.drawio.svg │ │ ├── nn_ex5.png │ │ ├── nn_ex6.png │ │ ├── nn_ex7.png │ │ ├── override.drawio.svg │ │ ├── pipeline.drawio.svg │ │ ├── pooling.gif │ │ ├── preprocessing.drawio.svg │ │ ├── process_shape.drawio.svg │ │ ├── q.png │ │ ├── rbm1.jpg │ │ ├── rbm2.jpg │ │ ├── rein.png │ │ ├── relu.jpg │ │ ├── reshape.drawio.svg │ │ ├── rl.gif │ │ ├── rl.png │ │ ├── rnn.drawio.svg │ │ ├── sML.drawio.svg │ │ ├── sML_holdout.drawio.svg │ │ ├── sML_inference.drawio.svg │ │ ├── sML_train.drawio.svg │ │ ├── sarsa.png │ │ ├── sm.gif │ │ ├── softmax.jpg │ │ ├── tf_ex1.png │ │ ├── tf_ex2.png │ │ ├── train.drawio.svg │ │ ├── train_flax.drawio.svg │ │ ├── train_tf.drawio.svg │ │ ├── train_torch.drawio.svg │ │ ├── uML.drawio.svg │ │ └── vae.png │ └── preface.md └── section4 │ ├── 4-2.md │ └── figs │ ├── gym1.png │ ├── gym2.png │ ├── gym3.png │ ├── gym4.png │ ├── gym5.png │ ├── gym6.png │ ├── ptz1.png │ ├── sample1.gif │ ├── sample2.gif │ ├── sample3.gif │ └── sample4.gif └── shell ├── TOC.md ├── section1 ├── 1-1.md ├── 1-2.md ├── 1-3.md ├── 1-4.md └── figs │ ├── child.drawio.svg │ ├── command.drawio.svg │ ├── pipe1.drawio.svg │ ├── pipe2.drawio.svg │ ├── redirect1.drawio.svg │ ├── redirect2.drawio.svg │ ├── redirect3.drawio.svg │ ├── stdio.drawio.svg │ └── users.drawio.svg └── section2 ├── 2-1.md ├── 2-2.md └── figs ├── python.drawio.svg ├── tex.drawio.svg ├── tex1.drawio.svg ├── tex2.drawio.svg ├── tex_bib.drawio.svg ├── tex_bib0.drawio.svg └── tex_log.drawio.svg /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/README.md -------------------------------------------------------------------------------- /python_and_ml/TOC.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/TOC.md -------------------------------------------------------------------------------- /python_and_ml/rl_np/1.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/1.md -------------------------------------------------------------------------------- /python_and_ml/rl_np/2.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/2.md -------------------------------------------------------------------------------- /python_and_ml/rl_np/3.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/3.md -------------------------------------------------------------------------------- /python_and_ml/rl_np/envs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/envs.py -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/ac.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/ac.jpg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/ac_pi.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/ac_pi.jpg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/actorcritic.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/actorcritic.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/mc_q.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/mc_q.png -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/mc_stateless.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/mc_stateless.png -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/mc_stateless_bonus.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/mc_stateless_bonus.png -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/mc_stateless_off_policy.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/mc_stateless_off_policy.png -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/mc_stateless_quick.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/mc_stateless_quick.png -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/mc_train.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/mc_train.png -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/mc_trained_q.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/mc_trained_q.png -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/mc_v.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/mc_v.png -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/model_q.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/model_q.jpg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/model_q_pi.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/model_q_pi.jpg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/modelbased.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/modelbased.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/offpolicy_q.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/offpolicy_q.jpg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/offpolicy_q_pi.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/offpolicy_q_pi.jpg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/onpolicy_q.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/onpolicy_q.jpg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/onpolicy_q_pi.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/onpolicy_q_pi.jpg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/pg_stateless1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/pg_stateless1.png -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/pg_stateless_bonus1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/pg_stateless_bonus1.png -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/pg_stateless_bonus2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/pg_stateless_bonus2.png -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/pg_train.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/pg_train.png -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/pg_trained_q.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/pg_trained_q.png -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/sample1.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/sample1.gif -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/sample2.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/sample2.gif -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/sample3.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/sample3.gif -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/sarsa.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/sarsa.jpg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/sarsa_pi.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/sarsa_pi.jpg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/selfplay.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/selfplay.jpg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/stateful.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/stateful.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/stateful_agt.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/stateful_agt.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/stateful_episode.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/stateful_episode.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/stateful_mc.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/stateful_mc.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/stateful_td.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/stateful_td.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/stateless.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/stateless.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/stateless_agt.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/stateless_agt.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/stateless_env.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/stateless_env.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/stateless_episode.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/stateless_episode.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/stateless_mc.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/stateless_mc.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/rl_np/figs/stateless_offpolicy.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/figs/stateless_offpolicy.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/rl_np/opts.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/opts.py -------------------------------------------------------------------------------- /python_and_ml/rl_np/opts_stateless.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/opts_stateless.py -------------------------------------------------------------------------------- /python_and_ml/rl_np/policies.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/policies.py -------------------------------------------------------------------------------- /python_and_ml/rl_np/policies_stateless.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/rl_np/policies_stateless.py -------------------------------------------------------------------------------- /python_and_ml/section1/1-1.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section1/1-1.md -------------------------------------------------------------------------------- /python_and_ml/section1/1-2.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section1/1-2.md -------------------------------------------------------------------------------- /python_and_ml/section1/1-3.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section1/1-3.md -------------------------------------------------------------------------------- /python_and_ml/section1/preface.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section1/preface.md -------------------------------------------------------------------------------- /python_and_ml/section2/2-1.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/2-1.md -------------------------------------------------------------------------------- /python_and_ml/section2/2-2.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/2-2.md -------------------------------------------------------------------------------- /python_and_ml/section2/2-3.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/2-3.md -------------------------------------------------------------------------------- /python_and_ml/section2/figs/ax1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/ax1.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/ax2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/ax2.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/color.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/color.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/contour.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/contour.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/contourf.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/contourf.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/digit.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/digit.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/digits15.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/digits15.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/eigen.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/eigen.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/fourier.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/fourier.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/grid.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/grid.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/lines.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/lines.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/mcpi.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/mcpi.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/ode1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/ode1.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/ode2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/ode2.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/ode3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/ode3.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/ode4.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/ode4.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/output.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/output.gif -------------------------------------------------------------------------------- /python_and_ml/section2/figs/output2.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/output2.gif -------------------------------------------------------------------------------- /python_and_ml/section2/figs/quiver.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/quiver.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/scatter.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/scatter.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sin.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sin.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sin2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sin2.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sin3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sin3.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sinint.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sinint.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sinsin1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sinsin1.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sinsin2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sinsin2.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sinsin3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sinsin3.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns1.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns10.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns10.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns11.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns11.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns12.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns12.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns13.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns13.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns14.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns14.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns15.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns15.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns16.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns16.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns17.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns17.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns18.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns18.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns19.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns19.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns2.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns20.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns20.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns21.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns21.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns22.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns22.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns4.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns4.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns8.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns8.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns9.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns9.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns_ex1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns_ex1.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns_ex2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns_ex2.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns_ex3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns_ex3.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns_ex4.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns_ex4.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns_plt.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns_plt.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sns_plt_ex1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sns_plt_ex1.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/stream.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/stream.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sympy.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sympy.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sympy2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sympy2.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/sympy3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/sympy3.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/figs/trigs.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/figs/trigs.jpg -------------------------------------------------------------------------------- /python_and_ml/section2/preface.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section2/preface.md -------------------------------------------------------------------------------- /python_and_ml/section3/3-1.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/3-1.md -------------------------------------------------------------------------------- /python_and_ml/section3/3-2.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/3-2.md -------------------------------------------------------------------------------- /python_and_ml/section3/3-3.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/3-3.md -------------------------------------------------------------------------------- /python_and_ml/section3/figs/DL.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/DL.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/RL.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/RL.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/ac.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/ac.png -------------------------------------------------------------------------------- /python_and_ml/section3/figs/ac2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/ac2.png -------------------------------------------------------------------------------- /python_and_ml/section3/figs/activation.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/activation.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/attn.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/attn.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/batchnorm.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/batchnorm.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/callbacks.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/callbacks.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/cl1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/cl1.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/cl2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/cl2.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/cl3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/cl3.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/cl_ex1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/cl_ex1.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/conv.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/conv.gif -------------------------------------------------------------------------------- /python_and_ml/section3/figs/convolution.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/convolution.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/dense.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/dense.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/dl_cl1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/dl_cl1.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/dl_cl2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/dl_cl2.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/dl_reg1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/dl_reg1.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/dropout.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/dropout.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/gan.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/gan.png -------------------------------------------------------------------------------- /python_and_ml/section3/figs/generated.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/generated.gif -------------------------------------------------------------------------------- /python_and_ml/section3/figs/holdout1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/holdout1.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/holdout2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/holdout2.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/layernorm.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/layernorm.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/leaky_relu.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/leaky_relu.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/lr1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/lr1.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/lr2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/lr2.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/lr3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/lr3.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/lr4.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/lr4.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/lr4_2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/lr4_2.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/lr5.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/lr5.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/lr6.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/lr6.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/lr7.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/lr7.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/lr_ex1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/lr_ex1.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/lr_ex2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/lr_ex2.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/lr_ex3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/lr_ex3.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/mc.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/mc.png -------------------------------------------------------------------------------- /python_and_ml/section3/figs/mc2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/mc2.png -------------------------------------------------------------------------------- /python_and_ml/section3/figs/mle1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/mle1.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/mle2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/mle2.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/mle_ex1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/mle_ex1.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/model.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/model.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/multihead_attn.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/multihead_attn.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/nn1.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/nn1.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/nn_ex1.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/nn_ex1.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/nn_ex2.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/nn_ex2.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/nn_ex3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/nn_ex3.png -------------------------------------------------------------------------------- /python_and_ml/section3/figs/nn_ex4.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/nn_ex4.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/nn_ex5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/nn_ex5.png -------------------------------------------------------------------------------- /python_and_ml/section3/figs/nn_ex6.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/nn_ex6.png -------------------------------------------------------------------------------- /python_and_ml/section3/figs/nn_ex7.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/nn_ex7.png -------------------------------------------------------------------------------- /python_and_ml/section3/figs/override.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/override.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/pipeline.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/pipeline.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/pooling.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/pooling.gif -------------------------------------------------------------------------------- /python_and_ml/section3/figs/preprocessing.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/preprocessing.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/process_shape.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/process_shape.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/q.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/q.png -------------------------------------------------------------------------------- /python_and_ml/section3/figs/rbm1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/rbm1.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/rbm2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/rbm2.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/rein.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/rein.png -------------------------------------------------------------------------------- /python_and_ml/section3/figs/relu.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/relu.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/reshape.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/reshape.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/rl.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/rl.gif -------------------------------------------------------------------------------- /python_and_ml/section3/figs/rl.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/rl.png -------------------------------------------------------------------------------- /python_and_ml/section3/figs/rnn.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/rnn.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/sML.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/sML.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/sML_holdout.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/sML_holdout.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/sML_inference.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/sML_inference.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/sML_train.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/sML_train.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/sarsa.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/sarsa.png -------------------------------------------------------------------------------- /python_and_ml/section3/figs/sm.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/sm.gif -------------------------------------------------------------------------------- /python_and_ml/section3/figs/softmax.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/softmax.jpg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/tf_ex1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/tf_ex1.png -------------------------------------------------------------------------------- /python_and_ml/section3/figs/tf_ex2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/tf_ex2.png -------------------------------------------------------------------------------- /python_and_ml/section3/figs/train.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/train.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/train_flax.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/train_flax.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/train_tf.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/train_tf.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/train_torch.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/train_torch.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/uML.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/uML.drawio.svg -------------------------------------------------------------------------------- /python_and_ml/section3/figs/vae.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/figs/vae.png -------------------------------------------------------------------------------- /python_and_ml/section3/preface.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section3/preface.md -------------------------------------------------------------------------------- /python_and_ml/section4/4-2.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section4/4-2.md -------------------------------------------------------------------------------- /python_and_ml/section4/figs/gym1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section4/figs/gym1.png -------------------------------------------------------------------------------- /python_and_ml/section4/figs/gym2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section4/figs/gym2.png -------------------------------------------------------------------------------- /python_and_ml/section4/figs/gym3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section4/figs/gym3.png -------------------------------------------------------------------------------- /python_and_ml/section4/figs/gym4.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section4/figs/gym4.png -------------------------------------------------------------------------------- /python_and_ml/section4/figs/gym5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section4/figs/gym5.png -------------------------------------------------------------------------------- /python_and_ml/section4/figs/gym6.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section4/figs/gym6.png -------------------------------------------------------------------------------- /python_and_ml/section4/figs/ptz1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section4/figs/ptz1.png -------------------------------------------------------------------------------- /python_and_ml/section4/figs/sample1.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section4/figs/sample1.gif -------------------------------------------------------------------------------- /python_and_ml/section4/figs/sample2.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section4/figs/sample2.gif -------------------------------------------------------------------------------- /python_and_ml/section4/figs/sample3.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section4/figs/sample3.gif -------------------------------------------------------------------------------- /python_and_ml/section4/figs/sample4.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/python_and_ml/section4/figs/sample4.gif -------------------------------------------------------------------------------- /shell/TOC.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/TOC.md -------------------------------------------------------------------------------- /shell/section1/1-1.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section1/1-1.md -------------------------------------------------------------------------------- /shell/section1/1-2.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section1/1-2.md -------------------------------------------------------------------------------- /shell/section1/1-3.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section1/1-3.md -------------------------------------------------------------------------------- /shell/section1/1-4.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section1/1-4.md -------------------------------------------------------------------------------- /shell/section1/figs/child.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section1/figs/child.drawio.svg -------------------------------------------------------------------------------- /shell/section1/figs/command.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section1/figs/command.drawio.svg -------------------------------------------------------------------------------- /shell/section1/figs/pipe1.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section1/figs/pipe1.drawio.svg -------------------------------------------------------------------------------- /shell/section1/figs/pipe2.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section1/figs/pipe2.drawio.svg -------------------------------------------------------------------------------- /shell/section1/figs/redirect1.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section1/figs/redirect1.drawio.svg -------------------------------------------------------------------------------- /shell/section1/figs/redirect2.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section1/figs/redirect2.drawio.svg -------------------------------------------------------------------------------- /shell/section1/figs/redirect3.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section1/figs/redirect3.drawio.svg -------------------------------------------------------------------------------- /shell/section1/figs/stdio.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section1/figs/stdio.drawio.svg -------------------------------------------------------------------------------- /shell/section1/figs/users.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section1/figs/users.drawio.svg -------------------------------------------------------------------------------- /shell/section2/2-1.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section2/2-1.md -------------------------------------------------------------------------------- /shell/section2/2-2.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section2/2-2.md -------------------------------------------------------------------------------- /shell/section2/figs/python.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section2/figs/python.drawio.svg -------------------------------------------------------------------------------- /shell/section2/figs/tex.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section2/figs/tex.drawio.svg -------------------------------------------------------------------------------- /shell/section2/figs/tex1.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section2/figs/tex1.drawio.svg -------------------------------------------------------------------------------- /shell/section2/figs/tex2.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section2/figs/tex2.drawio.svg -------------------------------------------------------------------------------- /shell/section2/figs/tex_bib.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section2/figs/tex_bib.drawio.svg -------------------------------------------------------------------------------- /shell/section2/figs/tex_bib0.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section2/figs/tex_bib0.drawio.svg -------------------------------------------------------------------------------- /shell/section2/figs/tex_log.drawio.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkinoriTanaka-phys/cs4mathphys/HEAD/shell/section2/figs/tex_log.drawio.svg --------------------------------------------------------------------------------