Description

This repository contains a wide variety of machine learining and deep learning projects that I have worked on recently. Anyone can make use of the provided codes. The datasets required in the projects are mostly available online and their respective links have been provided in the project folder.

Domain

The contents can broadly be categorized into one of the following domains.

Machine Learning.
Deep Learning.
Big Data.
Computer Vision (CV).
Natural Language Processing (NLP).
Time Series Analysis (TSA).
Generative AI.
Web Applications.

Packages

Some of the major packages used are listed below.

Pandas
Numpy
Seaborn
Matplotlib
Scikit-Learn
Tensorflow
Pytorch
Pyspark
Streamlit

Tools

For the majority of the projects, jupyter notebooks are used. Google Colaboratory (Colab) platform is used for running the scripts. To run any of the project, just simply upload them to your gdrive and open them using colab.

Name		Name	Last commit message	Last commit date
Latest commit History 47 Commits
3D Expression Recognition		3D Expression Recognition
Anomaly Detection in Industrial Equipment		Anomaly Detection in Industrial Equipment
Anomaly Detection with Autoencoders (Cybersecurity)		Anomaly Detection with Autoencoders (Cybersecurity)
Breast Cancer Segmentation		Breast Cancer Segmentation
CNN Autoencoder		CNN Autoencoder
Calls Forecast (Multivariate LSTM)		Calls Forecast (Multivariate LSTM)
Calls Forecast (Univariate)		Calls Forecast (Univariate)
Customer Segmentation (K-means and PCA)		Customer Segmentation (K-means and PCA)
Daily Temperature Forecast (CNN-LSTM)		Daily Temperature Forecast (CNN-LSTM)
Deep Fake Detection		Deep Fake Detection
Deep Fake Generation		Deep Fake Generation
Deep Learning Model Interpretability		Deep Learning Model Interpretability
Detectron 2		Detectron 2
EEG Based Activity Prediction for Robotic Organ Control		EEG Based Activity Prediction for Robotic Organ Control
EEG Emotion Classification		EEG Emotion Classification
Eager Few-shot Object Detection (Retina-Net)		Eager Few-shot Object Detection (Retina-Net)
Electric Transformer Health Analysis		Electric Transformer Health Analysis
Emotion Recognition from Speech Features		Emotion Recognition from Speech Features
Eye Disease Diagnose		Eye Disease Diagnose
Food clustering and energy prediction		Food clustering and energy prediction
Generative Deep Learning		Generative Deep Learning
Human Activity Recognition		Human Activity Recognition
IDC Breast Cancer Detection		IDC Breast Cancer Detection
IMDB Review Classification		IMDB Review Classification
Image Classification		Image Classification
Image Denoising using Autoencoder		Image Denoising using Autoencoder
Image Segmentation (Mask RCNN)		Image Segmentation (Mask RCNN)
Image Similarity (Siamese Network)		Image Similarity (Siamese Network)
Image Super Resolution		Image Super Resolution
Images Duplication Detection (VGG16 & K-means)		Images Duplication Detection (VGG16 & K-means)
Landslide Segmentation		Landslide Segmentation
Load Flow Analysis (ANN)		Load Flow Analysis (ANN)
Multi-Head CNN for Age and Gender Classification		Multi-Head CNN for Age and Gender Classification
Neural Network from Scratch (Numpy)		Neural Network from Scratch (Numpy)
Neural Style Transfer		Neural Style Transfer
Object Detection in Drone Imagery (YOLO version 3 & 4)		Object Detection in Drone Imagery (YOLO version 3 & 4)
Personality Prediction (Social Media Posts)		Personality Prediction (Social Media Posts)
Pre-trained Huggingface Models		Pre-trained Huggingface Models
Pyspark		Pyspark
Regression and Classification		Regression and Classification
Seizure Detection from EEG Signals		Seizure Detection from EEG Signals
Semantic Segmentation using VGG16 FCN8 (CamVid Dataset)		Semantic Segmentation using VGG16 FCN8 (CamVid Dataset)
Sentiment Analysis		Sentiment Analysis
Spam Text Detection		Spam Text Detection
Stable Diffusion		Stable Diffusion
Streamlit WebApp (IRIS Folower Classification)		Streamlit WebApp (IRIS Folower Classification)
Sunspot Forecast using Hybrid (CNN+LSTM) Architecture		Sunspot Forecast using Hybrid (CNN+LSTM) Architecture
TensorFlow Overview		TensorFlow Overview
Tensorflow Callbacks		Tensorflow Callbacks
Tensorflow Custom Training Loop		Tensorflow Custom Training Loop
Tensorflow Object Detection (API) and Model Hub		Tensorflow Object Detection (API) and Model Hub
Text Generation (Shakespeare)		Text Generation (Shakespeare)
Web Traffic Forecast (ARIMA and XGBoost)		Web Traffic Forecast (ARIMA and XGBoost)
.gitignore		.gitignore
README.md		README.md

naveed88375/AI-ML

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