sushant097/TSAI-ERAv1-Assignments

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sushant097/TSAI-ERAv1-Assignments

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Assignment related to TSAI ERA course

Handwritten-Line-Text-Recognition-using-Deep-Learning-with-Tensorflow

Use Convolutional Recurrent Neural Network to recognize the Handwritten line text image without pre segmentation into words or characters. Use CTC loss Function to train.

Self-Driving-Car-Projects

Different Self Driving Car Projects

Jupyter Notebook

Deep-Learning-Papers-Reading

30 Days GANs Paper Reading

Devnagari-Handwritten-Word-Recongition-with-Deep-Learning

Use Convolutional Recurrent Neural Network to recognize the Handwritten Word text image without pre segmentation into words or characters. Use CTC loss Function to train.

Google-Collab-Tutorial

This contains various setup over google collab and how to use it.

Jupyter Notebook

Text-Summarizer-in-Python-v1

This program summarize the given paragraph and summarize it. It is of two category such as summarize input text from the keyboard or summarize the text parsed by BeautifulSoup Parser.

Deep-Learning-Paper-Scratch-Implementation

It consists of various deep learning paper implementations from scratch, including GANs, Transformers, and more with PyTorch or TensorFlow. Your feedback is highly appreciated. :)

Jupyter Notebook

Nepali-Poet-Generation-with-char-RNN-model

This project is the implementation of Andrej Karpathy implementation of chracter RNN model in Keras. This generates the Nepali poet train on Laxmi Prasad Devkota Poems.

annotated_research_papers

This repository has annotated research papers that I read and annotate in my spare time.

Wave-Simulation-in-C-plus-plus

This is based on the graphics.h library which manipulates basic Wave Simulation. Here you can draw the Sine wave,Cosine Wave,Add the Signal, Generates waves etc. and many more. Please check the Graphics.h branch.

PyTorch-Hacks-and-Tips

This repository contains PyTorch hacks and tricks. Also advanced PyTorch usage is covered in some examples.

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Music-Generation-Char-RNN

Generating Music with Char ABC notation similar to Irish folk song with LSTM in Keras.

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DeepLearningSpecializationCoursera

Programming assignments and quizzes from all courses in the Coursera [Deep Learning specialization](https://www.coursera.org/specializations/deep-learning) offered by `deeplearning.ai`

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Encrypt-and-Decrypt-

This is the Program used for Encryption and Decryption of the text in java without using any built-in function of java i.e. who is interested to understand Encryption and Decryption in java

Chatbot-using-Python-NLTK-

This is the Chatbot made with NLTK in python with Term Frequency-Inverse Document Frequencyn(TF-IDF) and Cosine Similarity

MultiLearningPlatform

This is the Web Based learning website build with Spring 5 and latest web technology specially designed for the student to learn different things in a single website. Main focus is given on live training conduct by teacher to the student and live video streaming is based on the Java websocket protocol.

Reverse-Image-Search-

Reverse Image Search with Deep Learning and K Neighbors Algorithm.

Jupyter Notebook

Yolov3-Scratch-Implementation-in-Tensorflow-2

Simple implementation of Yolov3 given in this https://pjreddie.com/media/files/papers/YOLOv3.pdf paper in TF 2 for understanding and experiment

Machine-Learning-Project-Collections

Different Machine Learning projects covering different topics with end-to-end training and deployment with ML best practices.

Jupyter Notebook

TSAI-Assignment3-ExperimentTracking

This includes all the codes and files related to assignment of Data Version Control and Experiment Tracking

TSAI-DistributedTraining-Assignment6

Distributed Training with PyTorch

TSAI-Assignment9-ModelServing

TSAI-Assignment13-CI_CD_Pipeline

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MlOps

The repository contains a list of projects which I will work on while learning and implementing MLOps.

Jupyter Notebook

TSAI-Assignment12-Sagemaker-Basics

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sushant097.github.io

Personal Website

PyTorchLightningTSAIAssignment

Pytorch lightning with hydra template

Langchain-Experiments

Different Langchain experiments and projects.

Jupyter Notebook

TSAI-MlOps-Project

Data-Structure-Algorithms-Collections-Python

Scratch Implementation of data structures and algorithms in Python. Also Coding questions of Leetcode, HackerRank.

TSAI-Assignment4-Deployment-for-Demos

This repository consists of the school of AI assignment 3 Deployment for Demos.

pytorch-forward-forward

PyTorch Geoffrey Hinton's Forward-Forward Algorithm implementation

Codes-for-Advance-Java-And-Network-Programming-With-Java

This consists all the related codes for BCA Advance JAVA and Network Programming with JAVA course

Speech-Recognnition

This is the Speech recognition application that can perform function like open browser, open word, close program and many more. It is build into sphinx speech recognition

TSAI-Assignment8-ModelExplanability

Repository that show how to explain the model Vision Transformer - PyTorch

Obect-detection-using-opencv-in-java

Real time face recognition application in java and opencv.

KaggleProjects

Deep learning kaggle projects

Jupyter Notebook

ml-school

Assignment and Resources related to Machine Learning School

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Neural-Style-Transfer-Implementation

Neural Style Transfer implementation of original paper

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aws-bootcamp-cruddur-2023

All the materials and exercise of Free AWS bootcamp 2023

Pandas-Matplotlib-Tutorial

This is the pandas, Matplotlib Tutorial in python with exercise and solution for practice to all.

Jupyter Notebook

mlops-zoomcamp-workout

All assignments related to mlops zoomcamp 2023 cohort

-Chat-Application-in-Java

Chat application in java and JavaScript. Basically Java WebSocket as Server and JavaScript as client in web browser demonstrating a chat application in which group chat inside the session is possible

MlOps-AWS

This repository consists of different concepts related to machine learning development with AWS.

Jupyter Notebook

Brain-MRI-scan-Classification-and-Localization

This includes the Brain MRI scan classification and localization.

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