PY_DS_ML(Python, Data Science, and Machine Learning)

In this repository, I am gonna share study materials and projects related to Python, Machine Learning(ML), and Data Science(DS)

Topics Covered in this repository

• Python (Programming language)
• Data Manipulation, Munging, Visualization, etc
  • Numpy: A Python Library for Linear Algebra(specially)
  • Scipy: A Python Library for Scientific Computation
  • Pandas: An Extended Version of Excel and Inspired By "R" programming and mainly used for Data Manipulation, Munging, and sometime also used for Visualization.
  • Matplotlib: A Visualization library of Python
  • Seaborn: A Visualization Library of Python Built on top of Matplotlib
  • Plotly & Cufflinks: It is mainly used for Interactive visualization online/offline(both)
• Machine Learning
  • Supervised Learning
    • Regression
    • Classification
  • Unsupervised Learning
    • Clustering
    • Dimensionality Reduction
  • Reinforcement Learning
  • Scikit-Learn: A machine learning library written in python and used in Python
• Deep Learning
  • ANN(Artificial Neural Network)
  • CNN(Convolutional Neural Network
  • RNN(Recurrent Neural Network)
  • Deep Learning Libraries
    • Tensorflow (by Google)
    • Keras: A DL(Deep Learning) framework
• Computer Vision (using Deep Learning)
  • Image Blurring
  • Edge detection
  • Image rotation
  • Image croping
  • Face detection
  • Image Classification
  • Object Detection
  • Object Tracking
  • Object Segmentation
  • Computer Vision Libraries: OpenCV, scikit-image, etc.
  • etc.
• NLP(Natural Language processing)
  • Sentiment Analysis
  • Document Classification and Clustering
  • Polarity of Reviews
  • Machine Translation
  • Chatbot Creation
  • Image and Video Captioning using Computer Vision and Deep Learning
  • next word recommendation(ex: in Google Search engine)
  • Virtual Assistant like Alexa(by amazon), Siri(by Apple), Google Assistant(by Google), Cortana(by Microsoft)
  • NLP Libraries in Python: NLTK, Textblob, Spacy, gensim, Word2Vec, etc
  • etc.