Introduction to Deep Learning Tutorials, Summer '20, '21

• Recorded sessions from summer 2021 (Use your IIIT-H credentials for access)

Intro to Deep Learning and Word Vectors

Slides

Intro to Deep NN Playground

Word Vectors Playground

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Preliminary Mathematics and Machine Learning

Slides

Visualizing Gradient Descent — Regression and Function Minimization

Example on Classification

Training a Neural Network on a Real World Dataset

The dataset for the fouth example can be found here.

If this is way too basic for you, and you're really interested in Optimization Algorithms, go here.

PCA and LDA ~ Illustration

Sentiment Analysis of Movie Reviews

Deep NN for Sentence Salience Prediction & how it can lead to Extractive Summarization

Dataset for sentences with labelled scores can be downloaded from here.

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Convolutional Neural Networks

Slides

CNN-based Text Encoder

CNNs for Image Classification

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Recurrent Neural Networks

Slides

Neural Machine Translation with Encoder-Decoder and Attention

Time Series Prediction using Recurrent Neural Networks

My write-up on use of attention schemes in Neural QA can be found here.

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Transformer Models

Slides

Building a Transformer Neural Network

Simple Transfomers for basic tasks using Transformer neural networks

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