# Archive

- Introduction to Bayesian Optimization
- cProfile Examples in Python
- Time Series Forecasting for Daily Births Dataset by Prophet
- Prophet 101: a time-series forecasting module
- Gradient descent implementation from scratch
- Saving Machine Learning Models by joblib
- Explain the interaction values by SHAP
- Explain the prediction for ImageNet using SHAP
- Sentiment Analysis by SHAP with Logistic Regression
- Explain Iris classification by SHAP
- Explain Image Classification by SHAP Deep Explainer
- Time the performance by timeit and cell magic
- Performance difference between append and insert in Python
- Draw Perceptron graph by graphviz
- Implement Perceptron
- Parallel Plot for Cateogrical and Continuous variable by Plotly Express
- Split Up: dtreeviz (Part 5)
- Split Up: dtreeviz (Part 4)
- Split Up: dtreeviz (Part 3)
- Visualization Samples by Plotly Express
- Split Up: dtreevis (Part 2)
- Normalizing Observations
- BERT Word Embeddings
- 104. Maximum Depth of Binary Tree
- Interpretability of prediction for Boston Housing using SHAP
- Install xgboost using pip for Mac OSX
- Interpretability of Random Forest Prediction for MNIST classification using LIME
- Loss Functions in Deep Learning with PyTorch
- 3 ways of creating a neural network in PyTorch
- How to Develop a 1D Generative Adversarial Network From Scratch in PyTorch (Part 2)
- How to Develop a 1D Generative Adversarial Network From Scratch in PyTorch (Part 1)
- Loading Audio Data
- 1105. Filling Bookcase Shelves [Dynamic Programming]
- Anomaly Detection by Auto Encoder (Deep Learning) in PyOD
- Anomaly Detection by PCA in PyOD
- Make Simulated Data For Anomaly Detection
- Drop Highly Correlated Features
- Feature Importance
- Save Images
- Train the image classifier using PyTorch
- Loading scikit-learn's MNIST Hand-Written Dataset
- Activation Functions in Neural Networks
- One-Hot Encode Nominal Categorical Features
- Create A Temporary File
- Getting real-time stock market data and visualization
- Calculate The Average, Variance, And Standard Deviation
- Style Transfer using Pytorch (Part 4)
- Style Transfer using Pytorch (Part 3)
- Style Transfer using Pytorch (Part 2)
- Style Transfer using Pytorch (Part 1)
- Lasso Regression
- PyTorch Basic Operations
- Neural Network for Classification
- Bayesian Regression using pymc3
- XKCD-style Plot using matplotlib
- Converting A Dictionary Into A Matrix using DictVectorizer
- Logistic Regression
- Precision
- Variance Thresholding For Feature Selection
- F1 Score
- Select Date And Time Ranges
- Convert Strings To Dates
- Tokenize Text
- Remove Punctuation
- Bag Of Words
- Term Frequency Inverse Document Frequency
- Survival Analysis
- Deleting Missing Values
- Parse HTML
- Calculate The Trace Of A Matrix
- Calculate The Determinant Of A Matrix
- Dimensionality Reduction With PCA
- Make Simulated Data For Clustering
- k-Means Clustering
- Describe An Array
- Random Forest Classifer
- Histograms In Pandas
- Linear Regression
- Loading scikit-learn's Boston Housing Dataset
- 1039. Minimum Score Triangulation of Polygon
- Replace Characters
- Add Padding Around String
- Create a word cloud
- Invert A Matrix
- Reshape An Array
- Stemming Words and Sentences
- Adding Or Substracting Time
- 1036. Escape a Large Maze
- Ordinal Encoding using Scikit-learn
- Create A Sparse Matrix
- 1035. Uncrossed Lines
- Selecting Elements In A 1D Array
- 1031. Maximum Sum of Two Non-Overlapping Subarrays
- Transpose A Matrix or Tensor
- 1026. Maximum Difference Between Node and Ancestor
- LeetCode Top 100 Problem Selection
- Split-Up: dtreeviz (Part 1)
- 1025. Divisor Game (C++)
- Minimalism visualization by matplotlib - Bar chart
- How to visualize a decision tree beyond scikit-learn
- 1019. Next Greater Node In Linked List
- Data Exploration Tool - Lantern Part 1
- 1000. Minimum Cost to Merge Stones
- 1004. Max Consecutive Ones III
- Introduction to Graphviz in Jupyter Notebook
- 617. Merge Two Binary Trees
- 995. Minimum Number of K Consecutive Bit Flips
- 990 Satisfiability of Equality Equations
- 998 Smallest String Starting From Leaf
- US Census in 2014