AI-portfolio-projects

This repository is conglameration of projects in the form python code or notebooks.

Please also refer to my AI Profile and individual project pages listed below

Course Specific Project Pages

• Math for ML, DL Specializations Project Page
• ML Resources Project Page
• Deep Learning Project Page
• NLP NLU Project Page
• GAN Specialization Project Page

Mathematics For ML Specialization [Imperial College London]

• [Linear AlgebraNotebooks](Imperial College London Math For ML And DL Specialization/Linear_Algebra/)
• [Multi Variate Calculus Notebooks](Imperial College London Math For ML And DL Specialization/Multivariate_Calculus/)
• [Principal Component Analysis](Imperial College London Math For ML And DL Specialization/PCA/)

Mathematics For ML and DL Specialization [Deeplearning.ai Lois Serrano]

• [Calculus](DeepLearning.ai Math For ML And DL Specialization - Lois_Serrano/Calculus/)
• [Linear Algebra](DeepLearning.ai Math For ML And DL Specialization - Lois_Serrano/Linear_Algebra/)
• [Probability And Statistics](DeepLearning.ai Math For ML And DL Specialization - Lois_Serrano/Probability and Statistics/)

Machine Learning Specialization

• [Advanced Learning Algorithms](ML_Specialization/Advanced Learning Algorithms/)
• [Supervised Machine Learning Regression and Classification](ML_Specialization/Supervised Machine Learning: Regression and Classification/)
• [UnSupervised Machine Learning Recommenders Reinforcement Learning](ML_Specialization/Unsupervised Learning: Recommenders, Reinforcement Learning/)
• Udacity Machine Learning Nanodegree Using Pytorch

Deep Learning Specialization

• [Neural Network And Deep Learning](DL_Specialization/Neural Networks And Deep Learning/)
• [Convolutional Neural Networks](DL_Specialization/Convolutional Neural Networks/)
• [Improving Neural Networks Hyperparameter Tuning,Regularization and Optimization](DL_Specialization/Improving Neural Networks: Hyperparameter Tuning, Regularization and Optimization/)
• [Sequence Models](DL_Specialization/Sequence Models/)
• Udacity Deep Learning Nanodegree

Generative Adversial Networks (GANs)

• [Building Basic Generative Adversial Networks GANs](GAN_Specialization/Building Basic Generative Adversial Networks/)
• [Apply Generative Adversial Networks GANs ](GAN_Specialization/Apply Generative Adversial Networks/)
• [Building Better Generative Adversial Networks GANs](GAN_Specialization/Building Better Generative Adversial Networks/)

Natural Language Processing

Coursera

• [Natural Language Processing with Attention Models](NLP Specialization-Nanodegrees/Natural Language Processing with Attention Models/)
• [Natural Language Processing with Classification and Vector Spaces](NLP Specialization-Nanodegrees/Natural Language Processing with Classification and Vector Spaces/)
• [Natural Language Processing with Probabilistic Models](NLP Specialization-Nanodegrees/Natural Language Processing with Probabilistic Models/)
• [Natural Language Processing with Sequence Models](NLP Specialization-Nanodegrees/Natural Language Processing with Sequence Models/)

Udacity

• [DNN Speech Recognizer](NLP Specialization-Nanodegrees/Udacity/DNN Speech Recognizer/)
• [Machine Translation](NLP Specialization-Nanodegrees/Udacity/Machine Translation/)
• [Part of Speech Tagging](NLP Specialization-Nanodegrees/Udacity/Part of Speech Tagging/)

Stanford

• [Co-occurence](NLP Specialization-Nanodegrees/Stanford/1_Co-occurence)
• [Word2Vec](NLP Specialization-Nanodegrees/Stanford/2_Word2Vec)
• [Neural Transition Based Dependency Parsing](NLP Specialization-Nanodegrees/Stanford/3_Neural Transition-Based Dependency Parsing/)
• [Neural Machine Translation with RNNs](NLP Specialization-Nanodegrees/Stanford/4_Neural Machine Translation with RNNs)
• [Transformers and Pretraining](NLP Specialization-Nanodegrees/Stanford/5_Transformers and Pretraining/)

Fine-Tuning + PEFT + Instruction/Visual-Instruction Tuning

My HuggingFace Profile My Wandb Profile

• [Garuda - Llama2 + Instruction Tuning with Alpaca + Dolly Data + PEFT](NLP Specialization-Nanodegrees/Garuda/)
• [Spoonbill - OpenFlamingo + Garuda + Visual Instruction Tuning + Multi-GPU Training](NLP Specialization-Nanodegrees/Spoonbill/)

Natural Language Understanding

• [Supervised Sentiment Analysis-Multi Domain](Natural_Language_Understanging_Specialization/Supervised Sentiment Analysis Multi Domain/)
• [Few-Shot-->OpenQA With Stanford DSP](Natural_Language_Understanging_Specialization/Few-Shot OpenQA With Stanford DSP/)
• [Compositional Generation ReCOGS](Natural_Language_Understanging_Specialization/Compositional Generation ReCOGS/)