| name | description |
|---|---|
| Beginner | Beginners resource to Machine learning, it will teach you about the basic concepts of machine learning |
| Intermediate | A step up from the beginners course |
It may be a good idea to learn some basic concepts of calculus before progressing to this part.
| name | description |
|---|---|
| Computer Vision Course | A set of resources compiled by Siraj Raval for learning computer vison, it is self paced and is quite easy to grasp the contents without knowing too much math although it would be advisable to learn the pre-requisites mentioned in the repository |
| name | description |
|---|---|
| Embeding words as vectors | An article explaining Two different ways to represent word as vectors, One-hot encoded and embeddings, very well explained and easy to understande with pros and cons to support each method |
| Word2Vec Video | A Video on Word2Vec, how it works , pros and cons etc, very clear explanations with easy to understand Diagrams |
| NLP Similarity | An article covering how the similarity of words can be found in vector space |
| Implement Word2Vec | Article looking at implementing Word2Vec from an "Intents.json" file structure (Scroll down to the Genesim section for it) |
For anyone wanting to understand the inner workings of neural nets from scratch
| name | description |
|---|---|
| C# Neural Net (Video) | A Video by Sebastian Lague explaining neural networks from scratch in Csharp while building a Project, Very clear animations to aid unerstanding |
| Neural Networks from Scratch Python[Videos] [Book] | A series of videos and a book made by sentdex, i have not read it myself but have seen some parts, it is very detailed with clean diagrams explaining concepts |