├── #mlcheatsheet#.pdf ├── 100 Excel Tips.pdf ├── 20 Python Libraries You.pdf ├── AI, XAI, AI-Ethics,.pdf ├── AI-ML-DS-Statistics-Math_Tutorials-Books-Videos_Podcasts_Websites.pdf ├── Andrew Ng, Machine Learning Yearning.pdf ├── Basic Git Commands.pdf ├── CNN Cheatsheet.pdf ├── CONVOLUTIONAL NEURAL NETWORKS.pdf ├── Calculus Cheatsheet.pdf ├── Collection of Google Colab NBs.pdf ├── Common Machine Learning Algorithms.pdf ├── Data Engineering.pdf ├── Data Mining Process, Techniques, Tools.pdf ├── Data Science Cheatsheet.pdf ├── Data Science Resources.pdf ├── Data Science from scratch.pdf ├── Data Visualization.pdf ├── DataAnalytics.pdf ├── Deep Learning Tips and Tricks.pdf ├── Docker Cheat Sheet.pdf ├── Evaluation of Clustering.pdf ├── Excel Shortcuts.pdf ├── Flask.pdf ├── Introducing PyCaret.pdf ├── LICENSE ├── Learning Python From Zero to hero.pdf ├── Learnmachinelearning.pdf ├── Linear Algebra and Calculus.pdf ├── Linux Command Line Cheat Sheet.pdf ├── ML advancements.pdf ├── Machine Learning Tips and Tricks.pdf ├── Mathematics for Machine Learning short notes.pdf ├── PySpark_SQL_Cheat_Sheet_Python.pdf ├── Python Cheatsheet.pdf ├── Pytorch.pdf ├── Quick Reference Sheet - ML , DL , AI.pdf ├── R Cheat Sheets.pdf ├── R Programming Cheat Sheet.pdf ├── R Quick Reference.pdf ├── R.pdf ├── README.md ├── RNN Cheatsheet.pdf ├── Reinforcement Learning.pdf ├── Rules of Machine Learning.pdf ├── SQL2.pdf ├── Scikit_Learn_Cheat_Sheet_Python.pdf ├── Statistics Cheatsheet.pdf ├── StatisticsWithJuliaDRAFT.pdf ├── Stats.pdf ├── Time Series Forecasting Models in Python.pdf ├── Top Computer Vision Google Colab Notebooks.pdf ├── Top Interview Questions.pdf ├── Unix,Linux Command Reference.pdf ├── Visualization of higher dim data.pdf ├── Which chart or graph.pdf ├── all visuallation.pdf ├── andrew ng deeplearning.pdf ├── avoidable bias and variance.txt ├── choose ML alg.txt ├── data collection.pdf ├── data science interview questions by steve.pdf ├── datacleaning.pdf ├── git-cheat-sheet.pdf ├── hadoop-hdfs-commands-cheatsheet.pdf ├── images └── images │ ├── Screenshot_2019-10-27-17-30-39-94.png │ ├── Screenshot_2020-01-20-12-30-16-47_254de13a4bc8758c9908fff1f73e3725.png │ ├── Screenshot_2020-03-10-18-13-20-42_254de13a4bc8758c9908fff1f73e3725.png │ ├── Screenshot_2020-03-11-12-31-08-03_254de13a4bc8758c9908fff1f73e3725.png │ ├── Screenshot_2020-03-11-15-59-40-46_254de13a4bc8758c9908fff1f73e3725.png │ ├── Screenshot_2020-04-09-18-37-23-59_254de13a4bc8758c9908fff1f73e3725.png │ ├── Screenshot_2020-06-03-22-44-38-69.png │ ├── Screenshot_2020-08-02-08-51-24-03_254de13a4bc8758c9908fff1f73e3725.png │ ├── Screenshot_2020-08-14-19-06-00-90_254de13a4bc8758c9908fff1f73e3725.png │ ├── Screenshot_2020-09-09-08-14-08-79_254de13a4bc8758c9908fff1f73e3725.jpg │ ├── Screenshot_2020-09-13-18-10-27-89_254de13a4bc8758c9908fff1f73e3725.jpg │ ├── WhatsApp Image 2020-09-15 at 20.56.15.jpeg │ ├── WhatsApp Image 2020-09-15 at 20.58.29.jpeg │ ├── WhatsApp Image 2020-09-15 at 20.58.53.jpeg │ ├── WhatsApp Image 2020-09-15 at 21.00.49.jpeg │ ├── WhatsApp Image 2020-09-15 at 21.01.42.jpeg │ ├── WhatsApp Image 2020-09-15 at 21.02.37.jpeg │ ├── WhatsApp Image 2020-09-15 at 21.03.56.jpeg │ ├── WhatsApp Image 2020-09-15 at 21.04.16.jpeg │ ├── WhatsApp Image 2020-09-15 at 21.07.05.jpeg │ ├── WhatsApp Image 2020-09-15 at 21.07.47.jpeg │ ├── WhatsApp Image 2020-09-15 at 21.08.36.jpeg │ ├── WhatsApp Image 2020-09-15 at 21.09.16.jpeg │ ├── WhatsApp Image 2020-09-15 at 21.09.44.jpeg │ └── WhatsApp Image 2020-09-15 at 21.12.40.jpeg ├── linear_algebra_in_4_pages.pdf ├── overview.JPG ├── pandas.pdf ├── pandas_cheat_sheet.pdf ├── probability_cheatsheet.pdf ├── python.pdf ├── spacy.pdf ├── stanford university.pdf ├── stats_handout.pdf ├── streamlit cheat sheet v1.0.pdf └── ➡️150⬅️ Machine Learning Formulas.pdf /#mlcheatsheet#.pdf: -------------------------------------------------------------------------------- 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shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /Learning Python From Zero to hero.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ashishpatel26/Complete-Life-Cycle-of-a-Data-Science-Project/fde58f037c0bcd2f87064ce6abdd432c0b981eef/Learning Python From Zero to hero.pdf -------------------------------------------------------------------------------- /Learnmachinelearning.pdf: -------------------------------------------------------------------------------- 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-------------------------------------------------------------------------------- 1 | reducing avoidable bias 2 | 3 | Increase the model size 4 | 5 | Modify input features based on insights from error analysis 6 | 7 | Reduce or eliminate regularization (L2 regularization, L1 regularization, dropout): reduce avoidable bias, but increase variance. 8 | 9 | Modify model architecture: so that it is more suitable for your problem 10 | 11 | 12 | reducing variance 13 | 14 | 15 | Add more training data 16 | 17 | Add regularization (L2 regularization, L1 regularization, dropout): This technique reduces variance but increases bias. 18 | 19 | Add early stopping 20 | 21 | Feature selection to decrease number/type of input features 22 | 23 | Decrease the model size 24 | 25 | Modify model architecture: so that it is more suitable for your problem 26 | 27 | 28 | regularization 29 | 30 | l1 and l2 regularization 31 | 32 | dropout 33 | 34 | batch normalization -------------------------------------------------------------------------------- /choose ML alg.txt: -------------------------------------------------------------------------------- 1 | see how dep feature w.r.t dep linear or nonlinear if mixed alot then use knn 2 | 3 | see data visualiation 4 | 5 | usecase:supervisied 6 | (regression or classification) 7 | for classification use cm,accuracy score,tpr,precision,f1 score to cal 8 | forr reg check acc by Rsqu & adjusted Rsqu 9 | 10 | classification:1.log reg (less time to create) 11 | 2.DT (have multiple if else loop) 12 | 3.RF 13 | 4.xgboosting 14 | 5.knn(use when all points mixed completively) 15 | 6.svm 16 | visualisation of data(seaborn(pairplot),matplot) to select ML model 17 | on graph check each alg can do or not linear seprarable or not 18 | 19 | 20 | for linear seperable then use log reg(stralight line), separable (NO OVER LAP then use) 21 | for non linear(have data overlapping can do separable)DT,RF,knn,NN 22 | if mixture alot alot alot then use knn first 23 | DT,RF,xgboost,knn req much time TO TRAIN 24 | when have very very overlap then use KNN(find similarity by using nuclear distance) 25 | DT,RF,xgboost(use DT),knn(use eli distance) 26 | 27 | linear,log assume follow gaussian distrbution if not transform dep feature to gaussian distrbution get good score -------------------------------------------------------------------------------- /data collection.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ashishpatel26/Complete-Life-Cycle-of-a-Data-Science-Project/fde58f037c0bcd2f87064ce6abdd432c0b981eef/data collection.pdf -------------------------------------------------------------------------------- /data science interview questions by steve.pdf: -------------------------------------------------------------------------------- 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