Projects in Awesome Lists by dipanjanS

https://github.com/dipanjanS/practical-machine-learning-with-python

Master the essential skills needed to recognize and solve complex real-world problems with Machine Learning and Deep Learning by leveraging the highly popular Python Machine Learning Eco-system.

classification clustering computer-vision convolutional-neural-networks deep-learning jupyter jupyter-notebook keras machine-learning natural-language-processing nltk notebook pandas prophet python scikit-learn spacy statsmodels tensorflow time-series-analysis

Last synced: 29 Oct 2024

https://github.com/dipanjans/practical-machine-learning-with-python

Master the essential skills needed to recognize and solve complex real-world problems with Machine Learning and Deep Learning by leveraging the highly popular Python Machine Learning Eco-system.

classification clustering computer-vision convolutional-neural-networks deep-learning jupyter jupyter-notebook keras machine-learning natural-language-processing nltk notebook pandas prophet python scikit-learn spacy statsmodels tensorflow time-series-analysis

Last synced: 09 Oct 2024

https://github.com/dipanjans/text-analytics-with-python

Learn how to process, classify, cluster, summarize, understand syntax, semantics and sentiment of text data with the power of Python! This repository contains code and datasets used in my book, "Text Analytics with Python" published by Apress/Springer.

clustering gensim natural-language natural-language-processing nltk pattern python scikit-learn semantic sentiment sentiment-analysis spacy stanford-nlp text-analytics text-classification text-summarization

Last synced: 10 Oct 2024

https://github.com/dipanjanS/text-analytics-with-python

Learn how to process, classify, cluster, summarize, understand syntax, semantics and sentiment of text data with the power of Python! This repository contains code and datasets used in my book, "Text Analytics with Python" published by Apress/Springer.

clustering gensim natural-language natural-language-processing nltk pattern python scikit-learn semantic sentiment sentiment-analysis spacy stanford-nlp text-analytics text-classification text-summarization

Last synced: 02 Aug 2024

https://github.com/dipanjans/hands-on-transfer-learning-with-python

Deep learning simplified by transferring prior learning using the Python deep learning ecosystem

Last synced: 30 Oct 2024

https://github.com/dipanjanS/hands-on-transfer-learning-with-python

Deep learning simplified by transferring prior learning using the Python deep learning ecosystem

Last synced: 02 Aug 2024

https://github.com/dipanjans/tensorflow2-crash-course

A quick crash course in understanding the essentials of TensorFlow 2 and the integrated Keras API

Last synced: 31 Oct 2024

https://github.com/dipanjans/training-fine-tuning-large-language-models-workshop-dhs2024

This repository will contain all the presentations, content, hands-on notebooks for a full day Generative AI workshop on Training, Fine-tuning Large Language Models for the DataHack Summit 2024 conference.

Last synced: 30 Oct 2024

https://github.com/dipanjans/data_science_for_all

Code and resources for my blog and articles to share Data Science and AI knowledge and learnings with everyone

Last synced: 31 Oct 2024

https://github.com/dipanjans/nlp_essentials

Essential and Fundametal aspects of Natural Language Processing with hands-on examples and case-studies

Last synced: 01 Nov 2024

https://github.com/dipanjans/art_of_data_visualization

The art of effective visualization of multi-dimensional data

Last synced: 01 Nov 2024

https://github.com/dipanjans/nlp_workshop_odsc_europe20

Extensive tutorials for the Advanced NLP Workshop in Open Data Science Conference Europe 2020. We will leverage machine learning, deep learning and deep transfer learning to learn and solve popular tasks using NLP including NER, Classification, Recommendation \ Information Retrieval, Summarization, Classification, Language Translation, Q&A and Topic Models.

deep-learning gensim jupyter-notebook machine-learning natural-language-processing nltk python pytorch scikit-learn spacy tensorflow transfer-learning transformers

Last synced: 14 Oct 2024

https://github.com/dipanjans/learning-social-media-analytics-with-r

This repository contains code and bonus content which will be added from time to time for the book "Learning Social Media Analytics with R" by Packt

analytics facebook flickr foursquare ggplot2 github guardian news r sentiment-analysis social-data social-media social-network-analysis stackexchange stackoverflow text-mining topic-modeling twitter

Last synced: 01 Nov 2024

https://github.com/dipanjans/berkeleyx-cs100.1x-big-data-with-apache-spark

This repository contains code files specifically IPython notebooks for the assignments in the course "Introduction to Big Data with Apache Spark" by UC Berkeley and Databricks on edX

Last synced: 30 Oct 2024

https://github.com/dipanjans/adversarial-learning-robustness

Contains materials for workshops pertaining to adversarial robustness in deep learning.

adversarial-attacks adversarial-learning computer-vision deep-learning python tensorflow

Last synced: 22 Oct 2024

https://github.com/dipanjans/deep_transfer_learning_nlp_dhs2019

Contains the code and deck for the presentation on Applying Deep Transfer Learning for NLP in Analytics Vidhya's DataHack Summit 2019

Last synced: 22 Oct 2024

https://github.com/dipanjans/nlp_crash_course_plugin20

Contains relevant notebooks for the hands-on NLP workshop for the Analytics India Magazine Plugin Conference -2020 Edition

Last synced: 22 Oct 2024

https://github.com/dipanjans/improving-rag-systems-dhs2024

This repository will contain the presentation and python jupyter notebooks for the DataHack Summit 2024 conference talk, Improving Real-world Retrieval Augmented Generation Systems, focusing on the key challenges and practical solutions of how to solve them

Last synced: 28 Oct 2024

https://github.com/dipanjans/nlp_workshop_dhs18

Contains code and presentation for our full day workshop, 'Getting Started with Natural Language Processing'. This is created for the purpose of being presented in Analytics Vidhya's DataHack Summit 2018. Authors: Dipanjan Sarkar & Raghav Bali

Last synced: 22 Oct 2024

https://github.com/dipanjans/adv_nlp_workshop_odsc_europe22

Extensive tutorials for the Advanced NLP Workshop in Open Data Science Conference Europe 2020. We will leverage deep learning and deep transfer learning to solve popular tasks in NLP including Classification, Information Retrieval, Sentiment Analysis, Search Engines, Clustering, Paraphrase Mining, Summarization, Language Translation, Q&A systems

deep-learning gensim huggingface jupyter-notebook machine-learning natural-language-processing python pytorch tensorflow transfer-learning transformers

Last synced: 22 Oct 2024

https://github.com/dipanjans/convolutional_neural_networks_essentials

Contains presentation deck and notebooks showcasing fundamental concepts and hands-on examples for Convolutional Neural Networks

Last synced: 22 Oct 2024

https://github.com/dipanjans/nlp_workshop_odsc19

Contains all tutorials and hands-on examples for the ODSC 2019 Workshop

Last synced: 22 Oct 2024

https://github.com/dipanjans/live-manning-nlpconf20

Papers, code and slides for my session at the live@manning NLP conference, 2020 covering my talk on Deep Transfer Learning for Natural Language Processing

Last synced: 22 Oct 2024

https://github.com/dipanjans/explainable_artificial_intelligence

Slides, code and resources for model interpretation methods in machine learning and deep learning

Last synced: 22 Oct 2024

https://github.com/dipanjans/berkeleyx-cs190.1x-scalable-machine-learning

This repository contains code files specifically IPython notebooks for the assignments in the course "Scalable Machine Learning" by UC Berkeley and Databricks on edX

Last synced: 22 Oct 2024

https://github.com/dipanjans/feature_engineering_session_dhs18

Contains code and presentation for my interactive hack session, 'Effective Feature Engineering: A Structured Approach to Building Better Machine Learning Models' where we look at two interesting case studies on how to effectively leverage feature engineering and use a structured approach to build good machine learning models. This is created for the purpose of being presented in Analytics Vidhya's DataHack Summit 2018

Last synced: 22 Oct 2024

https://github.com/dipanjans/transformers_nlp_essentials

Contains slides and hands-on tutorials for understanding and implementing Transformers in Natural Language Processing. Uses the HuggingFace Transformers framework in the hands-on tutorials.

Last synced: 22 Oct 2024

https://github.com/dipanjans/practical_nlp_workshop_gids20

Contains relevant notebooks for the hands-on NLP workshop for the GIDS AIML Conference -2020 Edition

Last synced: 23 Oct 2024

https://github.com/dipanjans/low_code_machine_learning_pycaret_workshop_2022

This workshop was done as a part of the 1729 conference organized by Fractal Analytics and Analytics Vidhya. Key content covered was hands-on notebooks leveraging PyCaret to compare, build, tune, evaluate and interpret machine learning models

Last synced: 23 Oct 2024

https://github.com/dipanjans/nlp_workshop_iisc19

Hands-on examples showcasing popular NLP applications

Last synced: 23 Oct 2024

https://github.com/dipanjans/adversarial_learning_tfug2020

Contains the slides and hands-on tutorials showcasing adversarial learning on convolutional neural networks to build robust vision models

Last synced: 23 Oct 2024

https://github.com/dipanjans/stanford-statistical-learning

Slides, material and solutions of the popular Statistical Learning course from Stanford's own Hastie & Tibshirani. Join me on my journey to finally try and complete this course after leaving it mid-way atleast 3-4 times due to other commitments!

Last synced: 23 Oct 2024

https://github.com/dipanjans/myshinyapps

Shiny is a web application framework for R. This repo contains all the web apps developed by me using R and Shiny.

Last synced: 23 Oct 2024

https://github.com/dipanjans/ml_model_deployment_example

A simple example to showcase machine learning model deployment with an API

Last synced: 23 Oct 2024

https://github.com/dipanjans/digital-image-steganography

This project successfully implements an encoder-decoder system where we can hide a secret image inside another image and retrieve it secretly later using the decoder only.

Last synced: 23 Oct 2024

https://github.com/dipanjans/flask-api-tutorials

This repository contains the RESTful APIs developed showing the capabilites of Flask and how to modularize the same code using some advanced features of Flask

Last synced: 28 Oct 2024

https://github.com/dipanjans/student-information-system

This project has an entire template for managing students and related information pertaining to them in any University.

Last synced: 28 Oct 2024

https://github.com/dipanjans/deeplearning.ai-generative-ai-courses

This repository will contain all the exercises, tutorials and python jupyter notebooks for all the DeepLearning.AI courses on Generative AI, ChatGPT, LangChain, LLMs and more

Last synced: 28 Oct 2024

https://github.com/dipanjans/duke-cloud-computing-for-data-coursera

Will contain all the necessary code examples for the Duke Cloud Computing Specialization on Coursera

Last synced: 28 Oct 2024

https://github.com/dipanjans/pyslate

This is a text translation library implemented in Python, it uses the Google Translate API for language detection and translation.

Last synced: 28 Oct 2024

https://github.com/dipanjans/adv_nlp_workshop_odsc_apac2323

Extensive tutorials for the Advanced NLP Session in Open Data Science Conference APAC 2023. We will leverage deep transfer learning, notably transformers and LLMs like ChatGPT to solve popular tasks in NLP including Classification, Information Retrieval, Sentiment Analysis, Search Engines, Summarization, Language Translation, Q&A systems

Last synced: 28 Oct 2024