A-Z Guide to Machine Learning Projects👋🛒

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.

Overview👋🛒

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.

Features👋🛒

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.

Contents👋🛒

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.

Usag👋🛒

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.

Contributing🙌

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:mushtaqmsit@gmail.com for contribution.

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

                      https://coursesteach.com/

📬Contact

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	---	---
🌐3- linkedIn_auto_jobs_applier_with_AI.	Acc=.99, Model=Linear Regression, Techniquest: sklearn, Label enconding, chained equations (MICE)		Classification	1- Try other regression models	---	Pending

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	☑
🌐6- Traffic Sign Classification with Keras and Deep Learning	Python,scikit-image,OpenCV,NumPy, CNN Test acc:.97		Classification	Add more Preprocessing steps and Computer Vision methods	Dr.Mushtaq	2024-08-16	☑

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
🌐8-Stress Detection with Machine Learning	Text to Spech		Script	--	Dr Mushtaq	2024-05-26	Pending
🌐9-Next Word Prediction Model	Text to Spech		Script	--	Dr Mushtaq	2024-05-26	Pending
🌐10-Emotion Detection in Text	TF-IDF (naive bayes -0.50,svm 0.56,logistic regression 0.5,random forest 0.552 ) & Count Vectors(naive bayes -0.76,svm 0.79,logistic regression 0.79 )		Sentiment Analysis	--	Dr Mushtaq	2024-9-16	☑
🌐10-Auto Apply for Job with AI	Text to Spech		Script	--	Dr Mushtaq	2024-05-26	Pending
🌐11-Chatbot in Healthcare	Text to Spech		Script	--	Dr Mushtaq	2024-05-26	Pending
🌐12-File Organizer	Text to Spech		Script	--	Dr Mushtaq	2024-05-26	Pending
🌐13-Plagiarism-checker-Python	Text to Spech		Script	--	Dr Mushtaq	2024-05-26	Pending

Projects 05 - ⚙️Python

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

📝 Resources

Title	Category	Type
1-The Super Duper NLP Repo	NLP	Colab NoteBook
2-500 + 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 𝗣𝗿𝗼𝗷𝗲𝗰𝘁 𝗟𝗶𝘀𝘁 𝘄𝗶𝘁𝗵 𝗰𝗼𝗱𝗲	NLP,DL,CV	All
3-ML-ProjectKart	ML	All
4-Machine Learning Notebooks	ML,NLP,Transformers,Computer Vision,GAN	All
5-Real-time-ML-Project	Machine Learning and Data Science Applications in Industry	All
6-Machine Learning Collection	Basic to Advane, Video	All
7-Data Science Projects	Basic to Advane, Video	All
8-Introduction to Machine Learning	Basic to Advane, Video	All
9-Best-of Machine Learning with Python	ML,NLP,CV,Forcasting	---
10-Awesome-AI-Data-Guided-Projects	ML,NLP,CV,Forcasting	---
11-awesome-python-projects	ML,NLP,CV,Forcasting	---
12-All-In-One-Python-Projects	Python Basic- Advance	---
13-Machine-Learning-Projects-aswintechguy	Python Basic- Advance	---
14-Machine-Learning-with-Python	Python Basic- Advance	---

• Assignment 1: Python Basics with Numpy

##Alogrithems - DL0101EN-3-1-Regression-with-Keras-py-v1.0.ipynb - DL0101EN-3-2-Classification-with-Keras-py-v1.0.ipynb - Keras - Tutorial - Happy House v1.ipynb - Keras_for_Beginners_Implementing_a_Convolutional_Neural_Network - Keras_for_Beginners_Building_Your_First_Neural_Network.ipynb

• Need to Implement

  • Text Classification — CNN with LSTM
  • Step-by-Step Guide — Building a Prediction Model in Python

• Important Website

  • victorzhou

  Table of Content

Tabl of Content

1. Computer Vision

   1. Human_Activity_Recognition
   2. Building_a_Real_Time_Emotion_Detection_with_Python

2. Deep Learning

3. Freelancer

   1. AI_Assigment

4. Machine Learning 2. Movie_Recommender_9_26_2020.ipynb 3. Predict_IPL_Winner_with_ML.ipynb 4. Credit_Card_Fraud_Detection_DT_and_RF.ipynb 5. President_Heights_exploratory_data.ipynb 6. Birth Rate Analysis 7. Data Science Project on Area and Population 8. How to Save a Machine Learning Model? 9. Hate Speech Detection with Machine Learning

5. Machine Learning End to End

   1. Build_and_Deploy_Data_Science_Products
   2. End-to-End Machine Learning Model
   3. End-to-End Fake News Detection with Python

6. Natural Language Processing 2. Next_Word_Prediction 3. Summarize_Text_with_Machine_Learning 4. Chatbot_using_Python.ipynb 5. Text_Classification 6. End-to-End Spam Detection with Python 7. Fake_News_Classifier_using_Bidirectional_LSTM.ipynb

7. Recommender System

   1. Amazon_Recommendation_System_using_Python)_.ipynb
   2. Movie_Recommender_9_26_2020
   3. Content_Based_Filtering_in_Machine_Learning.ipynb

8. Time Series Forecasting

   1. Covid_19_Cases_Prediction_with_Python (1).ipynb
   2. Time_Series_with_LSTM_in_Machine_Learning.ipynb

9. Project Need to Implement

10. How to Detect Passive and Active Voice in Your Writing Using an LSTM

11. How to Create a Chrome Plugin using Python

12. Face Recognition Based Attendance System| Python| OpenCV

13. UBER RIDES PREDICTION USING MACHINE LEARNING | Complete Project

14. Predict Ads Click – Practice Data Analysis and Logistic Regression Prediction

15. Beginner Machine Learning Projects with data:

16. ai-powered storytelling convert text into video stories

17. Learn to create AI Assistant (JARVIS) With Python

18. Data Science Real-World Use Cases - Hands On PythonYour progress

19. How to Build Bioinformatics Tools

20. TOP 10 OPENCV PROJECTS in 2020

21. Predict The Future Price of Etherium Using Python & Machine Learning

22. Opencv Projects

23. Machine Learning project : Cricket Score prediction using Python

24. Deep Learning for Air Quality Prediction

25. Machine Learning Projects | using python | with code | for college students

26. Text Classification Using Convolutional Neural Networks

27. project-based-learning

28. Best-of Machine Learning with Python

29. Face-Mask-Detection-Using-Google-Colab

30. Face Mask Detection using Python, Keras, OpenCV and MobileNet | Detect masks real-time video streams

31. Monk_Object_Detection

32. Deep Learning-based Real-time Video Processing

33. Murtaza's Workshop - Robotics and AI

34. Rainfall Prediction with Machine Learning

35. Fruits Classification using Deep Learning

36. Face Recognition Attendance GUI PyQt - 1 Hour Course | 2021

37. Machine Learning Projects on Social Media Analysis

38. 10 Best Data Science Projects to Get Hired and You Must Know in 2021

39. Build a chatbot from scratch - Ultimate Chatbot Tutorial

40. Wine Recommender System Using Principal Component Analysis- Python

41. Deep Learning Algorithms For Solving Advanced Mathematical Problems

42. Video to Text Description Using Deep Learning and Transformers | COOT

43. Forecasting the power generated by a solar plant using Neural Designer

44. https://www.neuraldesigner.com/learning/examples/solar-power-generation

45. 8 Neural Networks Projects Solved and Explained

46. Hierarchical Human Activity Recognition using Deep Learning

47. 4 Recommendation System Projects with Python

48. Machine Learning Project on Hand Gesture Recognition Model

49. 6 Sentiment Analysis Projects with Python

50. Build and deploy data science products: Machine translation application -Build and deploy using Flask

51. How I Built and Deployed a Fun Serverless Machine Learning App

52. Build and deploy data science products: Machine translation application -Build and deploy using Flask

53. Face Mask Detection with Machine Learning

54. 20 Machine Learning Projects on Future Prediction with Python

55. Build and Deploy Data Science Products : A Practical Guide to Building a Machine Translation Application.

56. Data Science Project on Youtube Trending Videos Analysis with Python

57. 10 Machine Learning Projects on Time Series Forecasting

58. 500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code

59. Real-Time Sentiment Analysis

60. 215+ Machine Learning Projects Solved and Explained

61. Part 1-EDA-Audio Classification Project Using Deep Learning

62. Top 7 beginner projects in Machine Learning

63. Build a Personal AI Trainer| OpenCV Python 2021 | Computer Vision

64. Data Science Real-World Use Cases

65. Smart Attendance Management System Based On Face Recognition

66. Python Project Development

67. AI Virtual Mouse | OpenCV Python | Computer Vision

68. Face Recognition Authentication in Flutter using TensorFlow & Firebase ML

69. Fake News Detection using LSTM in Tensorflow and Python

70. Emotion Detection of Text Using Machine Learning and Python

71. Face Recognition Authentication in Flutter using TensorFlow & Firebase ML

72. Machine learning project| | Student exam mark prediction using python|

73. Machine Learning Projects for Beginners|

74. I tried building a Computer Vision Game in 12 Hours

75. predict a news headline|

76. DS_and_ML_projects

77. Movies Review Sentiment Analysis in NLP

78. Machine Learning Tutorial with Turi Create and Python (Diabetes Risk Prediction)

79. 230+ Machine Learning Projects with Python

80. Machine Learning Project : Weather prediction using Python ( Naïve Bayes )

81. End-to-End Machine Learning Projects with Source Code

82. Build a Grammar Correction Python App with Gramformer and Gradio

83. 240+ Machine Learning Projects with Python

84. AI Virtual Mouse | OpenCV Python | Computer Vision

85. Computer Vision Notebooks:

86. Predicting Football Results With the Poisson Distribution

87. End-to-End Machine Learning Projects

88. 250+ Machine Learning Projects with Python

89. End-to-End Machine Learning Projects with Source Code

90. 7 BEST ARTIFICIAL INTELLIGENCE PROJECT IDEAS FOR BEGINNERS

91. 255+ Machine Learning Projects with Python

92. 8 Deep Learning Project Ideas for Beginners

93. Skin Cancer Detection Using CNN

94. Create Music Recommendation System Using Python

95. Credit Card Fraud Detection With Machine Learning in Python

96. Credit Card Fraud Detection With Machine Learning in Python

97. Fake News Classifier using Bidirectional LSTM

98. YouTube Recommendation System – Machine Learning Project with Source Code

99. 15 Amazing Deep Learning Project Ideas to Boost Your Resume

100. Automate WhatsApp Messages with Python Instantly!

101. 10 Best Machine Learning Projects with datasets

102. 10 Time Series Projects with datasets

103. ml_stress_detection

104. Important Website For Projects

     1. dataspoof
     2. blobcity
     3. data-flair.training
     4. ai-techsystems
     5. Data Science Tutorial
     6. Data Science Tutorial
     7. Top 10 most promising AI
     8. Graph Algorithms
     9. Murtaza's Workshop - Robotics and AI
     10. projectsbasedlearning
     11. laconicml
     12. Machine Learning Hub
     13. techprofree
     14. Mathematics behind Data Science
     15. Machine Learning Projects
     16. 7 Computer Vision Projects for All Levels

details>

💻 Workflow:

• Fork the repository

• Clone your forked repository using terminal or gitbash.

• Make changes to the cloned repository

• Add, Commit and Push

• Then in Github, in your cloned repository find the option to make a pull request

print("Start contributing for Projects")

⚙️ Things to Note

• Make sure you do not copy codes from external sources because that work will not be considered. Plagiarism is strictly not allowed.

• You can only work on issues that have been assigned to you.

• If you want to contribute the algorithm, it's preferrable that you create a new issue before making a PR and link your PR to that issue.

• If you have modified/added code work, make sure the code compiles before submitting.

• Strictly use snake_case (underscore_separated) in your file_name and push it in correct folder.

• Do not update the README.md.

  ⚙🔍 Explore more

Explore Free world top University computer Vision ,NLP, Machine Learning , Deep Learning , Time Series and Python Projects, access insightful slides and source code, and tap into a wealth of free online websites, github repository related Machine Learning Projects. Connect with like-minded individuals on Reddit, Facebook, and beyond, and stay updated with our YouTube channel and GitHub repository. Don’t wait — enroll now and unleash your Machine Learning projects potential!”

• Machine Learning projects course

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