1. Machine Learning

1.1. Supervised Learning

• Numpy

• Pandas

• Automated EDA

• Handling Outliers

• Feature Scaling

• Dimensionality Reduction

• Feature Selection - Dimensionality Reduction

• LDA - Feature Extraction - Dimensionality Reduction

• PCA - Feature Extraction - Dimensionality Reduction

• Encoding Categorical Data

• EvalML - Automated ML

• AutoViML - Automated ML

• Cross-Validation Techniques

• Hyperparameter Tuning

1.2. Unsupervised Learning

• K-Means Clustering

• Topic Modeling - LDA

• Self Organizing Map (SOM)

2. Computer Vision

• CNN (Keras Sequential model) + Keras Tuner

• CNN (Keras Functional API)

• GRNN

• Fastai - Transfer Learning

• Tensorflow - Transfer Learning

• GAN

• Stacking Ensemble

• Average Ensemble

• Depth Map from stereo images

• SIFT - Image Matching

• SIFT+VLAD - Image Matching

• Motion Feature Extraction

• Object Tracking

• HOF and 3DCNN - Action Recognition

• 2DCNN - Action Recognition

• Pose Estimation

3. Natural Language Processing

• NLTK

• Text Preprocessing

• Tensorflow - Text Classification

• LSTM - Keras - Text Classification

• CNN-LSTM - Keras - Text Classification

• H20 - Text Classification

• RNN - Natural Language Generation

• Seq2Seq - Machine Translation

• Similarity-based Chatbot

4. Web Scraping with Python

• Infinite Scrolling

• Anti-Blocking Techniques

• AutoScraper (Automatic Web Scraping)

• Hide Credentials

• Login using Requests

• Login using cookies

5. Audio Data

• Audio Data Augmentation

• Audio Classification

• HMM-based Speech Recognition System

6. Signal Processing

• Peak Detection and Baseline Correction

• Dynamic Time Warping (DTW)

• Wavelet Transformation - Feature Extraction

• Autoencoder - Anomaly Detection

7. Optimization

• OR-Tools - Constraint Satisfaction Problem

• Fuzzy Logic

• Genetic Algorithm

8. Web Development

• Streamlit

• Flask (Without Styling)

• Flask (With Styling)

• FastAPI

• PyPI (pip)

9. Resources

• Daniel Bourke

• Ashish Patel

• PapersWithCode

• Aman Kharwal

• DL Drizzle