Welcome to the repository covering a wide array of topics including Machine Learning, Deep Learning, Computer Vision, Natural Language Processing (NLP), and Research Projects. This comprehensive collection serves as a hub for exploring various facets of artificial intelligence and research endeavors.

This repository aims to provide a holistic view of cutting-edge technologies and research trends in the fields of Machine Learning, Deep Learning, Computer Vision, NLP, and beyond. Whether you're a novice eager to learn or a seasoned practitioner seeking inspiration, this repository offers a diverse range of projects and resources to cater to your interests and expertise.

Multifaceted Coverage: Dive into a rich spectrum of topics including traditional Machine Learning algorithms, advanced Deep Learning architectures, Computer Vision techniques, NLP applications, and research projects spanning different domains.

Hands-On Projects: Explore practical implementations of algorithms, models, and techniques through hands-on projects, code examples, and Jupyter notebooks, designed to enhance your understanding and foster experimentation.

Research Endeavors: Engage with research projects, papers, datasets, and experiments, providing insights into the latest advancements and methodologies in artificial intelligence and related fields.

Collaborative Environment: Foster collaboration, knowledge sharing, and community engagement through contributions, discussions, and feedback, promoting continuous learning and innovation.

Machine Learning: Implementations of classical and contemporary Machine Learning algorithms for tasks such as regression, classification, clustering, and reinforcement learning.

Deep Learning: Explore advanced Deep Learning architectures, including convolutional neural networks (CNNs), recurrent neural networks (RNNs), generative adversarial networks (GANs), and transformer models.

Computer Vision: Delve into Computer Vision projects and techniques for image classification, object detection, image segmentation, facial recognition, and more.

Natural Language Processing: Discover NLP applications such as text classification, sentiment analysis, named entity recognition, machine translation, and text generation.

Research Projects: Engage with research-oriented projects, experiments, and papers addressing contemporary challenges and exploring novel solutions across diverse domains.

Explore the repository's contents, delve into projects and resources aligned with your interests, and leverage the provided materials to enhance your skills and knowledge in Machine Learning, Deep Learning, Computer Vision, NLP, and research endeavors.

Contributions are encouraged and appreciated! Whether it's adding new projects, improving existing content, fixing bugs, or suggesting enhancements, your contributions play a vital role in enriching the repository for the benefit of the community. Please contact me on my skype ID:themushtaq48, email:[email protected] for contribution.

Together, let's make this the best AI learning hub repository! 🚀

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If you want to contact me, you can reach me through social handles.

Projects 01 - ⚙️Machine Learning

Project Title/blog	Description	Notebook	Category	To do List	Resource Link	Completed
🌐1- Stock Price Prediction using linear regression	Acc=.99, Model=Linear Regression, Techniquest: sklearn, Label enconding, chained equations (MICE)		Regression	1- Try other regression models	---	☑
🌐2- Predict Ads Click Practice Data_Analysis	Acc=.99, Model=Linear Regression, Techniquest: sklearn, Label enconding, chained equations (MICE)		Classification	1- Try other regression models	---	---

Projects 02 - ⚙️Deep Learning

Project Title	Description	Code	Category	To do list	Creator	Added	Completed
🌐1- Credit Card Fraud Detection	Autoencoders,Keras		Preprocessing	Add more Preprocessing steps	Dr.Mushtaq	2024-06-08	Pending

Projects 03 - ⚙️Computer Vision

Project Title	Description	Code	Category	To do list	Creator	Added	Completed
🌐1- Build a simple image Classifer	Accuracy 13-80%,Model=multilayer perceptron, Keras,		Classification	Try other Deep learning model,CNN,etc	Dr Mushtaq	2020-09-06	☑
🌐2- Convert Color Image to Sketch	gaussian filter,dogding		Filtering	Try technique	Dr.Mushtaq	2024-04-20	☑
🌐3- Building a Real Time Emotion Detection with Python	CNN=57.67,Kera		Classification	-Real time detection not working(Need to correct in colab)- Try others DL techniqueS	Dr.Mushtaq	2024-04-27	☑
🌐4- Age, Gender and Race Prediction	Age Prediction=CNN= ACC=.91,Gender Prediction=CNN Acc=,86, Ethnicity Prediction CNN Acc=0.74,Kera		Classification	-Real time detection not working(Need to correct in colab)- Try others DL techniqueS	Dr.Mushtaq	2024-06-2	☑
🌐5- Image Preprocessing using Python	Python,scikit-image		Preprocessing	Add more Preprocessing steps	Dr.Mushtaq	2024-06-08	☑

Projects 04 - ⚙️ Natural language processing

Project Title/blog	Description	NoteBook	Category	Todo List	Creator	Added	Completed
🌐1- Spam Detection using Machine Learning Methods	Naive Bayes=95-97%, SVM=98-99, CountVectorizer,Scikit-learn,Grid Search CV		Text Classification	-try other classification model 2) Try to text preprocessing method stop word etc	Dr.Mushtaq	2024-04-12	☑
🌐2-Hate Speech Detection with Machine Learning	DT=75%,CountVectorizer ,Scikit-learn		Text Classification	-try other classification model 2) Try to text preprocessing method stop word etc	Dr Mushtaq	2024-04-21	☑
🌐3-Detecting Sports Content with Machine Learning	SVM=66%,CountVectorizer ,Scikit-learn		Text Classification	-try other classification model 2) Try to text preprocessing method stop word etc	Dr Mushtaq	2024-04-28	☑
🌐4-Personality Prediction Through CV	SVM=66%,CountVectorizer ,Scikit-learn		Text Classification	-try other classification model 2) Try to text preprocessing method stop word etc	Dr Mushtaq	2024-04-28	Pending
🌐5-Using Machine Learning to Predict Movie Reviews	Gaussian = 0.7843,Multinomial = 0.831,, Bernoulli = 0.8386		Sentiment Analysis	Apply other DL and ML with new processing steps	Dr Mushtaq	2024-05-05	☑
🌐6-Text-Preprocessing-1	Tokenization,stemming,lemmatization,stopword,postagging		Preprocessing	--	Dr Mushtaq	2024-05-26	☑
🌐7-Important Python script for NLP Task	Text to Spech		Script	--	Dr Mushtaq	2024-05-26	inProcess

Projects 05 - ⚙️Python

Project Title	Description	Code	Created	Completed
🌐1-Generating QR Code in Python	Python,qrcode		Saad Abbasi	☑

Projects 06 - ⚙️ Research

📚Chapter: 1 Projects Details

Project Title	Datasets	Code
1-Building education chatbot for decreasing instructor workload in e-learning system	Dataset

📚Chapter: 2 Model metrics benchmarks

	f1	precision	recall	accuracy	training_time	inference_time
NB	0.830188679245283	0.8461538461538461	0.8148148148148148	0.8085106382978723	0.0032272338867187	0.0007801055908203
LR	0.8518518518518519	0.8846153846153846	0.8214285714285714	0.8297872340425532	0.0356471538543701	0.0002150535583496
KNN	0.7058823529411765	0.6923076923076923	0.72	0.6808510638297872	0.0005688667297363	0.0972669124603271
SVM	0.8518518518518519	0.8846153846153846	0.8214285714285714	0.8297872340425532	0.0274648666381835	0.0030479431152343
XGBoost	0.9122807017543859	1.0	0.8387096774193549	0.8936170212765957	0.241973876953125	0.0040738582611083984
RoBERTa	0.9230769230769231	0.9230769230769231	0.9230769230769231	0.9148936170212766	24968.250607967377	68.44634509086609

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