Self-Learning

Study Material

Basic

Linear Algebra Gilbert Strang
Probability & Statistics basics
Hands On Machine learning Book
Piyush Rai Slides, IIT-K
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Advanced

Elements of Statistical Learning Theory
Pattern Recognition & Machine Learning .Bishop
Deep learning .Goodfellow
Reinforcement Learning
Time Series
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DeepLearning.Ai

Deep Learning Specialization
Tensorflow in Practice
Tensorflow: Data & Deployment
AI for Everyone

YouTube Courses

3Blue1Brown (LA, Calculus, DiffEq, Neural Networks)
Advanced Deep & Reinforcement Learning
Reinforcement Learning - David Silver

MIT-OCW

Linear Algebra
Introduction to Probability
Matrix Methods in Data Analysis, Signal Processing, and Machine Learning
Introduction to Algorithms
Design and Analysis of Algorithms

NPTEL

Numerical Optimization
Pattern Recognition and Neural Networks

Stanford

Natural Language Understanding
NLP with Deep Learning
Deep Learning
Reinforcement Learning

Projects

conda update conda
conda create -n py38 python=3.8
conda activate py38
conda install numpy scipy sympy matplotlib seaborn holoviews panel bokeh pandas scikit-learn scikit-image pillow ipython jupyter numba joblib dask dask-ml h2o django flask gevent requests lightgbm catboost nltk imbalanced-learn
pip install --upgrade opencv-python streamlit jupyter_http_over_ws xgboost
pip install --upgrade tensorflow keras-tuner
conda update --all

import tensorflow as tf
tf.config.list_physical_devices('GPU')

jupyter serverextension enable --py jupyter_http_over_ws
jupyter notebook --NotebookApp.allow_origin='https://colab.research.google.com' --port=6006 --NotebookApp.port_retries=0

conda create -n py38 python=3.8 --no-default-packages
conda remove -n py38 --all

conda install -c anaconda-nb-extensions nb_conda
conda install -c anaconda psycopg2

# Teamviewer Not Launching in Ubuntu18.04
systemctl restart teamviewerd

python