Introduction to Python Programming

String Manipulation

Data Sturctures

Control Loops

Functions

OOP

Modules and Packages

Exceptions

File Handling

Networking

5 Assignments

Machine Learning Libraries

Threading

Networking

Graph Theory

Currying

Finite State Machines

Applications

WSGI

SQL

Project: Attendance system

Introduction to Big Data

Hadoop Ecosystem

Cloudera Vm ware

HDFS

Flume

Map Reduce

HIVE

NoSQL

Data Integration

Data Administration

Project: Movie Recommendation | Netflix's movie recommendation algorithm is famous in the world for recommending kinds of movies that the user might want to watch. And the program is almost always right. Build a similar feature and show the world that you have the skills which Netflix is eyeing for.

Regression Models

Decision Tree

Random Forest

Support Vector Machines

PCA/ LDA

Hierarchical Clustering

k-means/k-mode Clustering

Naive Bayes Classification

6 Mini Projects

Introduction Deep Learning

Tensorflow

CNN

Project 1: Hindi Hand Writing recognition | Hello World program of Computer Vision. It will be the first program that everyone should build if they are thinking of going into AI. Using variation of MNIST Dataset, you will complete your first project in AI.

Project 2: Emojinator: Hand Gesture recognition | This hand gesture program is a great way to train yourself to work with computer vision. Every hand gesture you make will convert it into similar looking emojis for you on the screen.

Artificial Neural Networks

Project 1: MNIST dataset | MNIST dataset is famous for its ability to train a model to identify numbers in a particular text. It is the Hello World program of computer vision. Our project here will be Hindi hand writing recognition with the help of such dataset.

Convolutional Neural Networks

Project 2: Neural Style Transfer | Neural Style Transfer is an open source project where people are able to replicate classic painting styles on their modern age images. It's like using the viral old age filter in FaceApp or create van Gogh painting of your neighbourhood. This project will help you create different effects with any image

Recurrent Neural Networks

Project 3: Image Caption Generator | Instagram is a famous image sharing platform. But a simple image is not enough, you need to have a caption for it to make it look as well as sound cooler. But coming up with cool captions is not always possible on our own. This project will create a program that will generate relevant captions based on your image. Similar programs are in use in the marketing and publicity industry for few years now and having mid blowing captions will make your Insta profile 100 steps ahead of others.

Generative Adversarial Networks

Project 4: Fake Face Generator | thispersondoesnotexist.com This is a famous website where it shows you pictures of different people. But the catch is, these people does not exist in the real world. They are fake images created by combining multiple images. Though looks like a work of photoshop, this is very complex project and being able to replicate it will get your name in the list top AI experts in the country.

PoseNet

Text Summarization

The name suggests itself. The car that drives itself. Using computer vision the program detects various objects on and around the road and decides whether to keep moving or stop or turn. Google, Volvo, Tesla are trying to perfect their algorithm with the real world scenarios. This project is the most complex project that you will come across as a learner and if you succeed you are definitely to come in the radar of say Google or Tesla.