AI- Notes

Data Science

AI

Robotics

Web Development

ML

DL

NLP

CV

AA

Big Data

Web Mining

Kaggle

ML

Weak AI/Narrow AI

Strong AI/General AI

Artificial Super Intelligence

Python

Bots

Research AI

Applied AI

Maths

Deploy and Compute

H/W

Colab

GANs

Learn Linear Algebra and Multivariate Calculus

Learn Statistics

Learn Python

Supervised Learning labeled data classification and regression models

Unsupervised Learning unlabelled data factor and cluster analysis models

Semi-supervised Learning Unsupervised Learning unlabelled data small amount of labeled data

Reinforcement Learning trial and error

journals

Numpy

Pandas

Matplotlib

Seaborn

Scikit-Learn

Tensorflow and Pytorch

Python

Scipy

Numpy

Pandas

Matplotlib

Data Exploration / Cleaning / Preparation

ML

Scikit-learn

Kaggle

Deep Learning

Ensemble modeling

Machine Learning with Big Data

Text mining and databases

genetic algorithm based robot

Math:

Calculus

Linear Algebra

Discrete mathematics

Probability theory

Descriptive and Inferential Statistics

Programming:

Basic Python

Advanced Python (OOP, main libraries like Pandas, Numpy, Matplotlib, etc…)

Algorithms

SQL

Second programming language: C++ or R (optional)

Machine Learning:

Supervised algorithms (regression, classification)

Unsupervised and semi-supervised algorithms (clustering, dimensionality reduction, graph-based algorithms)

Deep learning (CNNs and RNNs)

Reinforcement learning (dynamic programming, Monte Carlo methods, heuristic methods)

Machine Learning algorithms for different tasks:

Computer vision (e.g.: classification, object detection, semantic segmentation)

Natural language processing (e.g.: text classification, sentiment analysis, language modeling, machine translation)

Recommending systems

Classic machine learning

Math

Python

Statistics

Machine Learning

A good enough GPU (4+ GB), preferably Nvidia

An OK CPU (eg. Intel Core i3 is ok, Intel Pentium may not be)

4 GB RAM or depending upon the dataset.

Caffe

DeepLearning4j

Tensorflow

Theano

Torch

Deep Learning for Computer Vision

Deep Learning for Natural Language Processing

Deep Learning for Speech/Audio

Deep Learning for Reinforcement Learning

RTX 2070

Implement a Paper

TPUs

Nvidia GTX 10

8 GB RAM

1 TB HDD

256 GB SSD

i5 8th Gen

Python

Linear Algebra

Calculus

Probability and Statistics

Key Machine Learning Concepts

CNNs

Sequence Models

NLP

Unsupervised Deep Learning

GANs

Computer vision

Natural Language Processing (NLP)

Memory Network (RNN-LSTM)

Deep Reinforcement Learning

Generative Models

Supervised: Output

Unsupervised: Pattern

Reinforcement: Behaviour

https://bigdata-madesimple.com/want-get-started-artificial-intelligence-7-easy-steps/

https://www.hackerearth.com/blog/developers/artificial-intelligence-101-how-to-get-started/

https://towardsdatascience.com/i-want-to-learn-artificial-intelligence-and-machine-learning-where-can-i-start-7a392a3086ec

https://trello.com/b/tyHAvpcY/online-ai-masters-degree

https://www.quora.com/How-do-I-start-learning-artificial-intelligence-Is-it-possible-to-get-research-work-in-the-field-of-A-I-Are-there-open-source-projects-where-I-can-contribute

https://www.quora.com/I-have-read-the-Jaegwon-Kim-Philosophy-of-Mind-What-are-other-notable-manuals

https://www.quora.com/How-can-I-get-into-computational-neuroscience-if-I-have-a-B-S-in-neuroscience-and-am-proficient-in-Python

https://www.quora.com/How-do-I-learn-machine-learning-1

https://opensource.com/article/18/12/how-get-started-ai

https://www.forbes.com/sites/quora/2019/09/13/how-to-get-started-in-artificial-intelligence-and-machine-learning/?sh=5e6dc29c375c

https://www.louisbouchard.ai/learnai/

https://github.com/louisfb01/start-machine-learning-in-2020

https://devcount.com/learn-ai/

https://levelup.gitconnected.com/how-do-i-start-learning-ai-8986043eedee

https://www.quora.com/What-is-the-best-way-to-learn-Artificial-Intelligence-for-a-beginner

https://medium.com/javarevisited/7-best-courses-to-learn-artificial-intelligence-in-2020-26d59d62f6fe

https://ai.google/education/

https://www.jigsawacademy.com/the-best-way-to-learn-ai-and-ml/

https://www.coursera.org/courses?query=artificial%20intelligence

https://thenextweb.com/news/11-ways-novices-can-start-the-process-of-learning-ai-programming

https://www.analytixlabs.co.in/blog/how-to-learn-ai-and-machine-learning-tools-by-yourself/

https://machinelearningmastery.com/start-here/

https://machinelearningmastery.com/machine-learning-mastery-method/

https://machinelearningmastery.com/machine-learning-for-programmers/

https://machinelearningmastery.com/machine-learning-in-python-step-by-step/

https://www.geeksforgeeks.org/how-to-start-learning-machine-learning/

https://towardsdatascience.com/the-cold-start-problem-how-to-break-into-machine-learning-732ee9fedf1d

https://www.quora.com/How-does-a-total-beginner-start-to-learn-machine-learning-if-they-have-some-knowledge-of-programming-languages

https://www.freecodecamp.org/news/how-to-get-started-with-machine-learning-in-less-than-10-minutes-b5ea68462d23/

https://www.analyticsvidhya.com/learning-path-learn-machine-learning/

https://www.analyticsvidhya.com/blog/2015/05/infographic-quick-guide-sas-python/

https://www.analyticsvidhya.com/blog/2017/09/sas-vs-vs-python-tool-learn/

https://www.analyticsvidhya.com/learning-paths-data-science-business-analytics-business-intelligence-big-data/learning-path-data-science-python/

https://rednuht.org/genetic_walkers/

https://waitbutwhy.com/2015/01/artificial-intelligence-revolution-1.html

https://waitbutwhy.com/2015/01/artificial-intelligence-revolution-2.html

https://elitedatascience.com/learn-machine-learning

http://www.shivonzilis.com/

https://towardsdatascience.com/5-beginner-friendly-steps-to-learn-machine-learning-and-data-science-with-python-bf69e211ade5

https://www.learndatasci.com/best-machine-learning-courses/

https://neptune.ai/blog/how-to-learn-machine-learning

https://www.coursera.org/learn/machine-learning

https://www.analyticsvidhya.com/blog/2016/08/deep-learning-path/

https://cs231n.github.io/aws-tutorial/

https://timdettmers.com/2018/12/16/deep-learning-hardware-guide/#Conclusion_TLDR

https://towardsdatascience.com/how-to-get-started-with-deep-learning-1f4e9f9b221e

https://www.quora.com/Whats-the-most-effective-way-to-get-started-with-deep-learning

https://www.analyticsvidhya.com/blog/2020/03/deep-learning-5-things-to-know/

https://www.analyticsvidhya.com/blog/2020/01/comprehensive-learning-path-deep-learning-2020/?utm_source=blog&utm_medium=deep-learning-5-things-to-know

https://www.analyticsvidhya.com/blog/2016/10/an-introduction-to-implementing-neural-networks-using-tensorflow/

https://www.analyticsvidhya.com/blog/2019/09/introduction-to-pytorch-from-scratch/

https://www.kdnuggets.com/2017/03/getting-started-deep-learning.html

https://blog.paperspace.com/a-practical-guide-to-deep-learning-in-6-months/

https://medium.com/javarevisited/top-5-advanced-deep-learning-and-neural-network-courses-to-learn-in-2020-a273f5eddca5

https://towardsdatascience.com/how-to-learn-deep-learning-in-6-months-e45e40ef7d48

https://analyticsindiamag.com/7-resources-to-learn-deep-learning-in-2021/

https://www.quora.com/How-do-I-learn-deep-learning-in-2-months

https://medium.datadriveninvestor.com/my-top-5-recommended-places-to-learn-about-deep-learning-and-machine-learning-f95153a847e

https://evilmartians.com/chronicles/learning-how-to-learn-deep-learning

https://hackr.io/tutorials/learn-deep-learning

https://github.com/openai/gym

https://github.com/deepmind/sonnet

AI, ML, DL- Best way to get started, Best way to learn

Further: H/W required