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- Linear Algebra Gilbert Strang
- Probability & Statistics basics
- Hands On Machine learning Book
- Piyush Rai Slides, IIT-K
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- Elements of Statistical Learning Theory
- Pattern Recognition & Machine Learning .Bishop
- Deep learning .Goodfellow
- Reinforcement Learning
- Time Series
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- Deep Learning Specialization
- Tensorflow in Practice
- Tensorflow: Data & Deployment
- AI for Everyone
- 3Blue1Brown (LA, Calculus, DiffEq, Neural Networks)
- Advanced Deep & Reinforcement Learning
- Reinforcement Learning - David Silver
- Linear Algebra
- Introduction to Probability
- Matrix Methods in Data Analysis, Signal Processing, and Machine Learning
- Introduction to Algorithms
- Design and Analysis of Algorithms
- Numerical Optimization
- Pattern Recognition and Neural Networks
- Natural Language Understanding
- NLP with Deep Learning
- Deep Learning
- Reinforcement Learning
- Image Classification
- SISR, CAR, Denoising
- Sentiment Analysis/Classification
- Adversarial Machine Learning
- Style Transfer/Generation
- Time Series Forecasting
- Cardinality Estimation
- [ ]
- Question Answering
- Speech Synthesis
- Text to SQL
- Audio Source Separation
- [ ]
- [ ]
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
https://scikit-learn.org/stable/
https://www.tensorflow.org/tensorboard
https://projector.tensorflow.org
https://console.cloud.google.com/getting-started
Codelabs provide a Step-wise, learning tutorials, hands-on coding experience. To build a small application OR adding features into existing application
https://codelabs.developers.google.com
https://research.google.com/colaboratory/local-runtimes.html
pip install jupyter_http_over_ws
jupyter serverextension enable --py jupyter_http_over_ws
jupyter notebook
--NotebookApp.allow_origin='https://colab.research.google.com'
--port=6006
--NotebookApp.port_retries=0
https://github.com/quantopian/zipline https://github.com/EliteQuant/EliteQuant https://github.com/ashishpatel26/Tools-to-Design-or-Visualize-Architecture-of-Neural-Network
- 7-zip
- Adobe Reader DC
- Anaconda3
- AnyDesk
- AOMEI Partition Wizard
- CISCO AnyConnect
- Dev-C++
- Free Download Manager
- Git
- Google Chrome
- Java SDK
- MS Office/One-Drive
- VS Code
- Mozilla Firefox
- PostgreSQL
- PowerISO
- Putty
- Samsung Magician
- Spotify
- Sublime Text 3
- TeamViewer
- Universal ADB driver for Vysor
- VLC Media Player
- WinRAR
- WinSCP