SELF-Learning Kits

What are self-learning kits?

Loads of information is available on internet about data science, but all is not relevant, there is a lot of garbage out there. And many institutes are just minting money in the name of data science courses; IMHO, very few can justify the fee they charge.

This is my attempt to curate the quality content on data science from the internet. I will mention here the concepts & skills required for data science at each level (beginners/practitioners/experts) and what are the best resources available to learn from (mostly free).

So I am not creating any content here (apart from writing my blog), just filtering and organizing the content that really matters and categorizing it into these self-learning kits.

DATA SCIENCE FOR BEGINNERS

Who should subscribe?

This learning kit has been designed for Data Science Beginners, this kit aims you to get started with data science as quickly as possible. No prerequisites, just a logical mind.

Outline

Programming I

Basic Python/R, SQL

Concepts I

Data Science Overview, Machine Learning, Deep Learning

Maths I

Basic Algebra, Probability & Statistics

Algorithms I

Linear & Logistic Regression

Process I

Basic Data Science Process (from Business Requirements to Model Deployment)

Capstone Project I

Project to apply & test skills learnt in this kit

Approach

A balance between theory and practical, just scratching the surface to get an overview of end to end Machine Learning.

Explore

DATA SCIENCE FOR PRACTITIONERS

Who should subscribe?

This learning kit has been designed for Data Science Practitioners, with in-depth focus on Statistical Learning area. Beginners level is the prerequisite for this kit.

Outline

Programming II

Data Analysis in Python or R

Concepts II

Unsupervised Methods, NLP, Deep Learning Overview, Various Deep Learning Frameworks,

Maths II

Linear Algebra, Probability & Statistics

Algorithms II

Random Forests, SVMs, Neural Nets

Process II

Data Science Process in Depth

Capstone Project I

Project to apply & test skills learnt in this kit

Approach

Goes a bit deep in each area with appropriate hands-on, introduction to advanced areas like Deep Learning.

Coming soon...

DATA SCIENCE FOR EXPERTS

Who should subscribe?

This learning kit has been designed for Data Science Experts, with in-depth focus on Deep Learning area. Practitioners level is the prerequisite for this kit.

Outline

Programming III

Tensorflow, Theano, Keras

Concepts III

Deep Learning Frameworks in Depth

Maths III

Maths behind Deep Learning Frameworks

Algorithms III

CNNs, RNNs, LSTMs

Process III

Process for Deep Learning Projects

Capstone Project III

Project to apply & test skills learnt in this kit

Approach

Goes in depth into advanced topics with all the maths behind it with a complex Capstone project.

Coming soon...

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