├── .gitignore ├── 1-foundations └── README.md ├── 2-data-analyst ├── README.md ├── assignments │ └── assignment place holder ├── spreadsheets-lectures │ ├── 1-spreadsheets-basic │ │ ├── my_assignment.htm │ │ ├── my_assignment.xlsx │ │ ├── my_assignment_files │ │ │ ├── filelist.xml │ │ │ ├── image001.png │ │ │ ├── image002.png │ │ │ ├── image003.png │ │ │ ├── image004.png │ │ │ ├── image005.png │ │ │ ├── image006.png │ │ │ ├── sheet001.htm │ │ │ ├── sheet002.htm │ │ │ ├── sheet003.htm │ │ │ ├── stylesheet.css │ │ │ └── tabstrip.htm │ │ └── summary_stats.xlsx │ ├── 2-spreadsheet-intermediate │ │ ├── dashboard_tips.xlsx │ │ ├── data_viz.xlsx │ │ ├── example_int.xlsx │ │ └── fin_analysis.xlsx │ └── 3-spreadsheet-advanced │ │ ├── MSFT.csv │ │ ├── analysis_tool_pack.xlsx │ │ ├── linear_programming.xlsx │ │ ├── pivot_tables.xlsx │ │ ├── power_query.xlsx │ │ ├── train_clean.csv │ │ └── vba_example.xlsm └── sql-lectures │ ├── adv1 │ ├── adv1.sql │ ├── adv2.sql │ ├── basic1.sql │ ├── basic2.sql │ ├── basic3.sql │ ├── example.csv │ ├── example.db │ ├── int1.sql │ ├── int2.sql │ ├── int3.sql │ ├── populate-data.sql │ ├── schema-create.sql │ ├── sqlite3.exe │ └── syntax.sql ├── 3-general-data-scientist ├── R-lecture-scripts │ ├── basics.R │ ├── basics2.R │ ├── basics3.R │ ├── basics4.R │ ├── basics5.R │ ├── basics6.R │ ├── data │ │ ├── deck.csv │ │ ├── example.db │ │ ├── my.RData │ │ ├── new_deck.csv │ │ └── titanic_partial.xlsx │ ├── first-function.R │ └── myfirst-r-script.R ├── README.md └── assignments │ └── basic-R-problems.R ├── 4-machine-learning-engineer ├── README.md ├── assignments │ └── assignment.py ├── basic_python │ ├── 1-basic.ipynb │ ├── 2-basic.ipynb │ ├── 3-basic.ipynb │ ├── dog.py │ ├── example.py │ ├── my_new_text.txt │ └── my_text.txt ├── int_python │ ├── 1-int.ipynb │ ├── 2-int.ipynb │ ├── 3-int.ipynb │ ├── data │ │ ├── gender_submission.csv │ │ ├── test.csv │ │ └── train.csv │ ├── my_array.npy │ ├── my_plot.png │ ├── my_plot.svg │ └── two_arrays.npz └── ml_python │ ├── 1-ml-heuristic.ipynb │ ├── 2-ml-linear-reg.ipynb │ ├── 3-ml-logistic-reg.ipynb │ ├── 4-ml-decision-tree.ipynb │ ├── 5-ml-ensemble.ipynb │ ├── 6-ml-feature-eng.ipynb │ ├── 7-ml-container.ipynb │ ├── Dockerfile │ ├── app │ ├── app.py │ ├── docker-flask.jpg │ ├── model.pkl │ ├── requirements.txt │ └── starlink.jfif │ └── data │ ├── gender_submission.csv │ ├── mnist.csv │ ├── test.csv │ └── train.csv ├── LICENSE ├── README.md ├── core-skills.md └── road-map-viz ├── certs.csv ├── data-science-roadmap.jpg ├── data-science-roadmap2.jpg ├── logos.png ├── road-map.R └── skills.csv /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/.gitignore -------------------------------------------------------------------------------- /1-foundations/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/1-foundations/README.md -------------------------------------------------------------------------------- /2-data-analyst/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/README.md -------------------------------------------------------------------------------- /2-data-analyst/assignments/assignment place holder: -------------------------------------------------------------------------------- 1 | assignment place holder 2 | -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment.htm: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment.htm -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment.xlsx -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/filelist.xml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/filelist.xml -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/image001.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/image001.png -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/image002.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/image002.png -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/image003.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/image003.png -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/image004.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/image004.png -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/image005.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/image005.png -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/image006.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/image006.png -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/sheet001.htm: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/sheet001.htm -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/sheet002.htm: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/sheet002.htm -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/sheet003.htm: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/sheet003.htm -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/stylesheet.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/stylesheet.css -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/tabstrip.htm: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/my_assignment_files/tabstrip.htm -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/summary_stats.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/1-spreadsheets-basic/summary_stats.xlsx -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/2-spreadsheet-intermediate/dashboard_tips.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/2-spreadsheet-intermediate/dashboard_tips.xlsx -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/2-spreadsheet-intermediate/data_viz.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/2-spreadsheet-intermediate/data_viz.xlsx -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/2-spreadsheet-intermediate/example_int.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/2-spreadsheet-intermediate/example_int.xlsx -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/2-spreadsheet-intermediate/fin_analysis.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/2-spreadsheet-intermediate/fin_analysis.xlsx -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/3-spreadsheet-advanced/MSFT.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/3-spreadsheet-advanced/MSFT.csv -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/3-spreadsheet-advanced/analysis_tool_pack.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/3-spreadsheet-advanced/analysis_tool_pack.xlsx -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/3-spreadsheet-advanced/linear_programming.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/3-spreadsheet-advanced/linear_programming.xlsx -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/3-spreadsheet-advanced/pivot_tables.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/3-spreadsheet-advanced/pivot_tables.xlsx -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/3-spreadsheet-advanced/power_query.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/3-spreadsheet-advanced/power_query.xlsx -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/3-spreadsheet-advanced/train_clean.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/3-spreadsheet-advanced/train_clean.csv -------------------------------------------------------------------------------- /2-data-analyst/spreadsheets-lectures/3-spreadsheet-advanced/vba_example.xlsm: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/spreadsheets-lectures/3-spreadsheet-advanced/vba_example.xlsm -------------------------------------------------------------------------------- /2-data-analyst/sql-lectures/adv1: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /2-data-analyst/sql-lectures/adv1.sql: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/sql-lectures/adv1.sql -------------------------------------------------------------------------------- /2-data-analyst/sql-lectures/adv2.sql: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/sql-lectures/adv2.sql -------------------------------------------------------------------------------- /2-data-analyst/sql-lectures/basic1.sql: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/sql-lectures/basic1.sql -------------------------------------------------------------------------------- /2-data-analyst/sql-lectures/basic2.sql: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/sql-lectures/basic2.sql -------------------------------------------------------------------------------- /2-data-analyst/sql-lectures/basic3.sql: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/sql-lectures/basic3.sql -------------------------------------------------------------------------------- /2-data-analyst/sql-lectures/example.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/sql-lectures/example.csv -------------------------------------------------------------------------------- /2-data-analyst/sql-lectures/example.db: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/sql-lectures/example.db -------------------------------------------------------------------------------- /2-data-analyst/sql-lectures/int1.sql: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/sql-lectures/int1.sql -------------------------------------------------------------------------------- /2-data-analyst/sql-lectures/int2.sql: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/sql-lectures/int2.sql -------------------------------------------------------------------------------- /2-data-analyst/sql-lectures/int3.sql: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/sql-lectures/int3.sql -------------------------------------------------------------------------------- /2-data-analyst/sql-lectures/populate-data.sql: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/sql-lectures/populate-data.sql -------------------------------------------------------------------------------- /2-data-analyst/sql-lectures/schema-create.sql: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/sql-lectures/schema-create.sql -------------------------------------------------------------------------------- /2-data-analyst/sql-lectures/sqlite3.exe: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/sql-lectures/sqlite3.exe -------------------------------------------------------------------------------- /2-data-analyst/sql-lectures/syntax.sql: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/2-data-analyst/sql-lectures/syntax.sql -------------------------------------------------------------------------------- /3-general-data-scientist/R-lecture-scripts/basics.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/3-general-data-scientist/R-lecture-scripts/basics.R -------------------------------------------------------------------------------- /3-general-data-scientist/R-lecture-scripts/basics2.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/3-general-data-scientist/R-lecture-scripts/basics2.R -------------------------------------------------------------------------------- /3-general-data-scientist/R-lecture-scripts/basics3.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/3-general-data-scientist/R-lecture-scripts/basics3.R -------------------------------------------------------------------------------- /3-general-data-scientist/R-lecture-scripts/basics4.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/3-general-data-scientist/R-lecture-scripts/basics4.R -------------------------------------------------------------------------------- /3-general-data-scientist/R-lecture-scripts/basics5.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/3-general-data-scientist/R-lecture-scripts/basics5.R -------------------------------------------------------------------------------- /3-general-data-scientist/R-lecture-scripts/basics6.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/3-general-data-scientist/R-lecture-scripts/basics6.R -------------------------------------------------------------------------------- /3-general-data-scientist/R-lecture-scripts/data/deck.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/3-general-data-scientist/R-lecture-scripts/data/deck.csv -------------------------------------------------------------------------------- /3-general-data-scientist/R-lecture-scripts/data/example.db: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/3-general-data-scientist/R-lecture-scripts/data/example.db -------------------------------------------------------------------------------- /3-general-data-scientist/R-lecture-scripts/data/my.RData: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/3-general-data-scientist/R-lecture-scripts/data/my.RData -------------------------------------------------------------------------------- /3-general-data-scientist/R-lecture-scripts/data/new_deck.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/3-general-data-scientist/R-lecture-scripts/data/new_deck.csv -------------------------------------------------------------------------------- /3-general-data-scientist/R-lecture-scripts/data/titanic_partial.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/3-general-data-scientist/R-lecture-scripts/data/titanic_partial.xlsx -------------------------------------------------------------------------------- /3-general-data-scientist/R-lecture-scripts/first-function.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/3-general-data-scientist/R-lecture-scripts/first-function.R -------------------------------------------------------------------------------- /3-general-data-scientist/R-lecture-scripts/myfirst-r-script.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/3-general-data-scientist/R-lecture-scripts/myfirst-r-script.R -------------------------------------------------------------------------------- /3-general-data-scientist/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/3-general-data-scientist/README.md -------------------------------------------------------------------------------- /3-general-data-scientist/assignments/basic-R-problems.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/3-general-data-scientist/assignments/basic-R-problems.R -------------------------------------------------------------------------------- /4-machine-learning-engineer/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/README.md -------------------------------------------------------------------------------- /4-machine-learning-engineer/assignments/assignment.py: -------------------------------------------------------------------------------- 1 | # assignment place holder 2 | -------------------------------------------------------------------------------- /4-machine-learning-engineer/basic_python/1-basic.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/basic_python/1-basic.ipynb -------------------------------------------------------------------------------- /4-machine-learning-engineer/basic_python/2-basic.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/basic_python/2-basic.ipynb -------------------------------------------------------------------------------- /4-machine-learning-engineer/basic_python/3-basic.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/basic_python/3-basic.ipynb -------------------------------------------------------------------------------- /4-machine-learning-engineer/basic_python/dog.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/basic_python/dog.py -------------------------------------------------------------------------------- /4-machine-learning-engineer/basic_python/example.py: -------------------------------------------------------------------------------- 1 | print("hello world"); -------------------------------------------------------------------------------- /4-machine-learning-engineer/basic_python/my_new_text.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/basic_python/my_new_text.txt -------------------------------------------------------------------------------- /4-machine-learning-engineer/basic_python/my_text.txt: -------------------------------------------------------------------------------- 1 | dog 2 | cat 3 | mouse 4 | rat 5 | bird -------------------------------------------------------------------------------- /4-machine-learning-engineer/int_python/1-int.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/int_python/1-int.ipynb -------------------------------------------------------------------------------- /4-machine-learning-engineer/int_python/2-int.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/int_python/2-int.ipynb -------------------------------------------------------------------------------- /4-machine-learning-engineer/int_python/3-int.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/int_python/3-int.ipynb -------------------------------------------------------------------------------- /4-machine-learning-engineer/int_python/data/gender_submission.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/int_python/data/gender_submission.csv -------------------------------------------------------------------------------- /4-machine-learning-engineer/int_python/data/test.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/int_python/data/test.csv -------------------------------------------------------------------------------- /4-machine-learning-engineer/int_python/data/train.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/int_python/data/train.csv -------------------------------------------------------------------------------- /4-machine-learning-engineer/int_python/my_array.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/int_python/my_array.npy -------------------------------------------------------------------------------- /4-machine-learning-engineer/int_python/my_plot.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/int_python/my_plot.png -------------------------------------------------------------------------------- /4-machine-learning-engineer/int_python/my_plot.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/int_python/my_plot.svg -------------------------------------------------------------------------------- /4-machine-learning-engineer/int_python/two_arrays.npz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/int_python/two_arrays.npz -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/1-ml-heuristic.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/1-ml-heuristic.ipynb -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/2-ml-linear-reg.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/2-ml-linear-reg.ipynb -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/3-ml-logistic-reg.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/3-ml-logistic-reg.ipynb -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/4-ml-decision-tree.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/4-ml-decision-tree.ipynb -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/5-ml-ensemble.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/5-ml-ensemble.ipynb -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/6-ml-feature-eng.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/6-ml-feature-eng.ipynb -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/7-ml-container.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/7-ml-container.ipynb -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/Dockerfile -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/app/app.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/app/app.py -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/app/docker-flask.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/app/docker-flask.jpg -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/app/model.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/app/model.pkl -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/app/requirements.txt: -------------------------------------------------------------------------------- 1 | flask 2 | pandas 3 | joblib 4 | scikit-learn==1.1.1 5 | -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/app/starlink.jfif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/app/starlink.jfif -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/data/gender_submission.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/data/gender_submission.csv -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/data/mnist.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/data/mnist.csv -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/data/test.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/data/test.csv -------------------------------------------------------------------------------- /4-machine-learning-engineer/ml_python/data/train.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/4-machine-learning-engineer/ml_python/data/train.csv -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/README.md -------------------------------------------------------------------------------- /core-skills.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/core-skills.md -------------------------------------------------------------------------------- /road-map-viz/certs.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/road-map-viz/certs.csv -------------------------------------------------------------------------------- /road-map-viz/data-science-roadmap.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/road-map-viz/data-science-roadmap.jpg -------------------------------------------------------------------------------- /road-map-viz/data-science-roadmap2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/road-map-viz/data-science-roadmap2.jpg -------------------------------------------------------------------------------- /road-map-viz/logos.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/road-map-viz/logos.png -------------------------------------------------------------------------------- /road-map-viz/road-map.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/road-map-viz/road-map.R -------------------------------------------------------------------------------- /road-map-viz/skills.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/isaacfab/data-science-road-map/HEAD/road-map-viz/skills.csv --------------------------------------------------------------------------------