kalemena / learning-ml

Resources

Machine Learning & Deep Learning

Here are few resources gathered and/or created in course of studying Machine Learning.

Overview

Best Languages

• Python

• Julia

Best module python

$ pip install numpy
$ pip install scipy
$ pip install pandas
$ pip install matplotlib
$ pip install scikit-learn
$ pip install nltk
$ pip install opencv-python

Best utilities python

$ pip install requests
$ pip install bs4
$ pip install pillow
$ pip install redis
$ pip install virtualenv
$ pip install pickle

Best Frameworks

• Tensorflow

• Keras

• PyTorch

Best IDE

$ pip install spyder3
$ pip install jupyter-notebook

Courses & Resources

Courses

• https://www.coursera.org/specializations/deep-learning

• https://www.udemy.com/course/machinelearning/

• https://www.udemy.com/course/deeplearning/

• https://www.udemy.com/course/artificial-intelligence-az/

Books

• Packt Machine Learning Algorithm with GIT ML Algorithms

• Packt Machine Learning for OpenCV with GIT ML OpenCV

• Packt Mahcine Learning Systems with python with GIT ML Systems with Python

Slides

• https://www.slideshare.net/awahid/big-data-and-machine-learning-for-businesses

Info

• http://penseeartificielle.fr/tout-pour-bien-debuter-en-machine-learning-4/

• https://distill.pub/2017/momentum/

News

• Machine Learning - the summary

Videos

• Introduction to Deep Learning

Gits

• https://github.com/spmallick?tab=repositories

Docker Recipes

• Tensorflow ubuntu

DonkeyCars

• https://rahulrav.com/blog/self_driving_radio_controlled_cars.html

Recipes

• Anaconda image can be found under https://github.com/kalemena/docker-anaconda