Without fear of being repetitive, I leave as a reading suggestion the "Bible" of data mining: Data Mining: Practical Machine Learning Tools and Techniques (Morgan Kaufmann Series in Data Management Systems) 4th Edition.
Many programming languages and tools can be adopted for these activities. We usually use a tool called Weka - Pentaho Data Mining, Machine learning software to solve data mining problems, integrated into our solutions.
In this article, I will present to you more than 170 solved and explained data science and machine learning projects using the Python programming language, separated into two sections: one for beginners and another for the advanced level.
Machine learning projects for beginners
2. Data science project on President Heights
3. Data science project on birth rate analysis
4. Data science project on time series
5. Data Science project on Area and Population
6. A walkthrough of the complete machine learning project
Advanced machine learning projects
2. Real-time face mask detection
8. Highest-paid athletes analysis
10. Spelling correction with Python
12. Language translation model
14. Sign language classification
15. Online Shopping Intention Analysis
18. Amazon bestselling books analysis
19. Covid-19 cases prediction for the next 30 days
22. Air Quality Index analysis
24. Employee attrition prediction
27. Market basket analysis using apriori algorithm
29. Earthquake prediction model
33. Chatbot with machine learning
34. Next word prediction model
35. Age and gender detection with Python
36. Autocorrect keyboard with Python and machine learning.
37. Machine learning in 5 lines of code.
38. Deepfake detection with machine learning.
39. Predict US elections with Python.
40. Fake currency detection with machine learning.
41. Predict Tinder matches with machine learning.
43. Title generator with Python.
44. Pencil sketch with Python.
45. OpenAI Gym in Machine Learning
48. Barcode and QR code reader with Python
49. Extract text from PDF with Python.
53. Create an API with Python.
54. Send personalized emails with Python.
55. Color recognition with machine learning.
56. Create a 3D video animation.
57. Graph Algorithms in Machine Learning.
58. Image features extraction.
59. Rainfall prediction with machine learning.
60. Classify nationalities with machine learning.
61. Fraud detection with machine learning.
62. Topic Modeling with Python
64. WhatsApp Group Chat Analysis
65. Translate Languages Using Python
67. Bar Chart Race with Python
68. Keyword Research with Python
69. Face Detection with Python
73. Visualize a solar system with Python.
74. Hate Speech Detection Model
75. Build Instagram Filters with Python.
76. Contact Tracing with Machine Learning
77. Deploy a Chatbot with Python on a Web Application
78. Summarize Text with Machine Learning
79. Language Classification with Machine Learning
80. OTP Verification GUI with Python
81. Create an Audiobook with Python
83. Image Recognition with PyTorch
84. Gender Classification Model
87. Galaxy Classification with Machine Learning
88. Time Series with LSTM Model
89. Image Classification with TensorFlow
90. Predict Weather with Machine Learning
91. Create a Package with Python
92. Computer Vision with Python
93. Diamonds Analysis with Python
94. Text Classification with TensorFlow
95. Image Segmentation with Python
96. Ridge and Lasso Regression
99. Lung Segmentation with Machine Learning
101. Build Neural Network with Python Code
102. Genetic Algorithm with Python
103. Predict Migration with Machine Learning
106. Data Science Project on Text and Annotations
107. Data Science Project on - Handwritten Digits
108. Data Science Project on - Support Vector Machines
109. Data Science Project - Stock Price Prediction with Machine Learning
110. Data Science Project on - Text Classification
111. Data Science Project on Extracting HOG Features
112. Data Science Project on - Amazon Product Reviews Sentiment Analysis with Machine Learning
113. Data Science Project - Email Spam Detection with Machine Learning
114. Data Science Project - Heart Disease Prediction with Machine Learning
115. Data Science Project - Movie Recommendation System
116. Data Science Project - Student Performance Analysis with Machine Learning
117. Data Science Project on FIFA Analysis with Python
118. Data Science Project - Fake News Classification
119. Data Science Project - DNA Sequencing with Machine Learning
120. Data Science Project - Book Recommendation System with Machine Learning
121. Data Science Project - Bitcoin Price Prediction with Machine Learning
122. Machine Learning Project - Artificial Neural Networks
123. Algorithmic Trading Strategy with Machine Learning and Python
124. Movie Reviews Sentiment Analysis - Binary Classification with Machine Learning
125. Data Science Project - Supermarket Sales Analysis
126. Data Science Project - GDP Analysis
127. Data Science Project - Predict Customer Churn with Python and Machine Learning
128. Data Science Project - San Francisco Crime Analysis
129. Machine Learning Project - Human Activity Recognition Using Smartphone Data
130. Credit Card Fraud Detection with Machine Learning
131. Weather Forecasting with Machine Learning
132. SMS Spam Detection with Machine Learning
133. Covid-19 Detection with Machine Learning and AI
134. Customer Segmentation with Machine Learning
135. Employee Turnover Prediction with Machine Learning
136. Predict Diabetes with Machine Learning
137. Image Classification with PyTorch
138. Time Series Forecasting with ARIMA Model
139. Natural Language Processing on WhatsApp Chats
140. Fake News Detection Model
141. Image Classification with Artificial Neural Networks
142. Binary Classification Model
143. Data Augmentation with Deep Learning
144. Next Word Prediction Model
146. XGBoost Algorithm in Machine Learning
148. Image Filtering with Machine Learning
150. Machine Translation Model
151. Gender Classification Model
152. Create a 3D Video with Python and Machine Learning
154. WhatsApp Group Chat Analysis
155. Translate Languages Using Python
156. Covid-19 Projects with Machine Learning
157. Deep Learning Projects with Machine Learning
158. Recommendation System Projects with Machine Learning
159. Sentiment Analysis Projects with Machine Learning
160. Classification Projects for Machine Learning
161. Regression Projects for Machine Learning
162. Chatbot projects with Python
163. Machine learning projects on future prediction
Below is the same list in English, which may make searching easier for many who are already familiar with the names.
Machine Learning Projects for Beginners
2. Data Science Project on President Heights
3. Data Science Project on Birth Rate Analysis
4. Data Science Project on Time Series
5. Data Science Project on Area and Population
6. A Complete Machine Learning Project Walkthrough
Advanced Machine Learning Projects
2. Real-Time Face Mask Detection
8. Highest-Paid Athletes Analysis
10. Spelling Correction with Python
12. Language Translation Model
14. Sign Language Classification
15. Online Shopping Intention Analysis
18. Amazon Best Selling Books Analysis
19. Covid-19 Cases Prediction for Next 30 Days
22. Air Quality Index Analysis
24. Employee Attrition Prediction
27. Market Basket Analysis using Apriori Algorithm
29. Earthquake Prediction Model
33. Chatbot with Machine Learning
34. Next Word Prediction Model
35. Age and Gender Detection with Python
36. Autocorrect Keyboard with Python and Machine Learning.
37. Machine Learning in 5 lines of code.
38. Deepfake Detection with Machine Learning.
39. Predict US Elections with Python.
40. Fake Currency Detection with Machine Learning.
41. Predict Tinder Matches with Machine Learning.
43. Title Generator with Python.
44. Pencil Sketch with Python.
45. OpenAI Gym in Machine Learning
48. Barcode and QR code Reader with Python
49. Extract Text From PDF with Python.
53. Create an API with Python.
54. Send Custom Emails with Python.
55. Colour Recognition with Machine Learning.
56. Create a 3D Video Animation.
57. Graph Algorithms in Machine Learning.
58. Image Features Extraction.
59. Rainfall Prediction with Machine Learning.
60. Classify Nationalities with Machine Learning.
61. Fraud Detection with Machine Learning.
62. Topic Modeling with Python
64. WhatsApp Group Chat Analysis
65. Translate Languages Using Python
67. Bar Chart Race with Python
68. Keyword Research with Python
69. Face Detection with Python
73. Visualize a Solar System with Python.
74. Hate Speech Detection Model
75. Build Instagram Filters with Python.
76. Contact Tracing with Machine Learning
77. Deploy a Chatbot with Python into a Web Application
78. Summarize Text with Machine Learning
79. Language Classification with Machine Learning.
80. OTP Verification GUI with Python
81. Create an Audiobook with Python
83. Image Recognition with PyTorch
84. Gender Classification Model
87. Galaxy Classification with Machine Learning
88. Time Series with LSTM Model
89. Image Classification with TensorFlow
90. Predict Weather with Machine Learning
91. Create a Package with Python
92. Computer Vision with Python
93. Diamonds Analysis with Python
94. Text Classification with TensorFlow
95. Image Segmentation with Python
96. Ridge and Lasso Regression
99. Lung Segmentation with Machine Learning
101. Build Neural Network with Python Code
102. Genetic Algorithm with Python
103. Predict Migration with Machine Learning
106. Data Science Project on Text and Annotations
107. Data Science Project on — Handwritten Digits
108. Data Science Project on- Support Vector Machines
109. Data Science Project — Stock Price Prediction with Machine Learning
110. Data Science Project on — Classification of Text
111. Data Science Project on-Extracting HOG Features
112. Data Science Project on — Amazon Products Reviews Sentiment Analysis with Machine Learning
113. Data Science Project — Email spam Detection with Machine Learning
114. Data Science Project — Heart Disease Prediction with Machine Learning
115. Data Science Project — Movie Recommendation System
116. Data Science Project — Student Performance Analysis with Machine Learning
117. Data Science Project on FIFA Analysis with python
118. Data science project — Fake News Classification
119. Data Science Project — DNA Sequencing with Machine Learning
120. Data Science Project — Book Recommendation System with Machine Learning
121. Data Science Project — Bitcoin Price Prediction with Machine Learning
122. Machine Learning Project — Artificial Neural Networks
123. Algorithmic Trading Strategy with Machine Learning and Python
124. Movie Reviews Sentiment Analysis -Binary Classification with Machine Learning
125. Data Science Project — Supermarket Sales Analysis
126. Data Science Project — GDP Analysis
127. Data Science Project — Predict Customer Churn with Python and Machine Learning
128. Data Science Project — San Francisco Crime Analysis
129. Machine Learning Project — Human Activity Recognition using Smartphone Data
130. Credit Card Fraud Detection with Machine Learning
131. Weather Forecasting with Machine Learning
132. SMS Spam Detection with Machine Learning
133. Covid-19 Detection with Machine Learning and AI
134. Customer Segmentation with Machine Learning
135. Employee Turnover Prediction with Machine Learning
136. Predict Diabetes with Machine Learning
137. Image Classification with PyTorch
138. Time Series Forecasting with ARIMA Model
139. Natural Language Processing on WhatsApp Chats
140. Fake News Detection Model
141. Image Classification with Artificial Neural Networks
142. Binary Classification Model
143. Data Augmentation with Deep Learning
144. Next Word Prediction Model.
146. XGBoost Algorithm in Machine Learning
148. Image Filtering with Machine Learning
150. Machine Translation Model
151. Gender Classification Model
152. Create a 3D Video with Python and Machine Learning.
154. WhatsApp Group Chat Analysis
155. Translate Languages Using Python
156. Covid-19 Projects with Machine Learning
157. Deep Learning Projects with Machine Learning
158. Recommendation System Projects with Machine Learning
159. Sentiment Analysis Projects with Machine Learning
160. Classification Projects For Machine Learning
161. Regression Projects for Machine Learning
162. Chatbot Projects with Python
163. Machine Learning Projects on Future Prediction
Adapted from https://medium.com/coders-camp/180-data-science-and-machine-learning-projects-with-python-6191bc7b9db9
The use of Artificial Intelligence (AI) and/or Machine Learning (ML) techniques elevates Business Intelligence projects to the category of Business Analytics projects.