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Machine Learning Projects with Source Code

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Machine Learning Projects with Source Code

Looking for Machine Learning projects that help you learn practically and build your resume? At DigiSnare, we provide a wide range of Machine Learning projects with source code, suitable for students, beginners, and final year projects. Whether you're working on a college assignment, preparing for job placements, or just eager to explore AI, our projects cover real-time applications across classification, regression, NLP, deep learning, and more.

Machine Learning Projects with Source Code

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Benefits of Doing Machine Learning Projects

  • Hands-on Experience – Learn by building real-world applications.
  • Boosts Resume – Showcase ML projects on GitHub and portfolios.
  • Improves Problem-Solving – Solve actual problems using data.
  • Builds Confidence – Gain confidence to handle real-time datasets.
  • Industry-Relevant Skills – Learn tools like Scikit-learn, TensorFlow, Pandas.
  • Prepares for Interviews – Projects help answer ML-based interview questions.
  • Enhances Coding Skills – Practice Python, NumPy, Matplotlib, etc.
  • Real-Time Data Handling – Work with APIs, CSVs, and data pipelines.
  • Strong Academic Submissions – Perfect for mini and major academic projects.
  • Portfolio Development – Add quality ML projects to LinkedIn & resumes.
  • Freelancing & Research – Use them in freelancing gigs or academic papers.
  • Career in Data Science – A great stepping stone into data science roles.

Machine Learning Projects for Students

Students across BCA, MCA, BE, BTech, MTech, BSc, and MSc can benefit from our ML projects. Each project is designed to be student-friendly, with:

Complete source code
Ready documentation
Project setup help
Viva & report guidance

You can choose from beginner to advanced-level topics, tailored to your academic and practical needs.

Machine Learning Projects for Beginners

If you’re just starting out in ML, here are a few easy ML project ideas to build your confidence:

Iris Flower Classification

Classifies iris flowers into different species based on petal and sepal measurements using supervised learning.

Spam Email Classifier

Identifies whether an email is spam or not by analyzing its content using natural language processing and classification models.

House Price Prediction

Predicts house prices based on features like location, size, and number of rooms using regression algorithms.

Loan Eligibility Predictor

Determines whether a loan applicant is eligible based on criteria like income, credit history, and employment.

Each project includes clear code and step-by-step explanations for easy learning.

Machine Learning Projects for Final Year Students

Final year students often require unique and impactful ML projects for academic submission. Our team provides real-time machine learning projects with:

  • ✔ End-to-end implementation
  • ✔ Clean source code
  • ✔ Reports and documentation
  • ✔ Customization as per college format

Popular topics include facial recognition systems, predictive analytics, NLP-based systems, fraud detection, sentiment analysis, and medical diagnostics. These projects can be built using Python, TensorFlow, Keras, OpenCV, and Scikit-learn.

Why Do Machine Learning Projects?

Apply Theoretical Knowledge

Implement ML concepts like supervised and unsupervised learning in real-world projects.

Develop Career-Ready Skills

Gain exposure to industry-standard tools and frameworks used in data science jobs.

Enhance Analytical Thinking

Machine learning teaches you how to interpret and work with real data.

Build Real Applications

Turn abstract ideas into working models that solve practical problems.

Get Internship & Placement Ready

Impress recruiters with hands-on ML projects and GitHub repositories.

Stay Ahead in Tech Trends

Machine learning is the future—starting now gives you an edge in AI and analytics.

Top 200 Machine Learning Project Ideas

From beginner to advanced levels – ideal for mini, major, and final-year projects.

# Project Title Category
1Iris Flower ClassificationClassification
2Loan Default PredictionClassification
3Breast Cancer DetectionClassification
4Diabetes PredictionClassification
5Heart Disease PredictionClassification
6Bank Customer Churn PredictionClassification
7Wine Quality PredictionClassification
8Employee Attrition PredictionClassification
9Credit Card Fraud DetectionClassification
10Animal Species ClassificationClassification
11Customer SegmentationClassification
12Handwritten Digit ClassificationClassification
13Gender Detection by VoiceClassification
14Income Bracket ClassificationClassification
15Music Genre ClassificationClassification
16Vehicle Type PredictionClassification
17Mobile Price ClassificationClassification
18Disease Classification from SymptomsClassification
19Student Performance ClassificationClassification
20Personality PredictionClassification
21Stock Price PredictionRegression
22House Price PredictionRegression
23Car Price PredictionRegression
24Electricity Load ForecastingRegression
25Temperature PredictionRegression
26Air Quality Index PredictionRegression
27Flight Fare PredictionRegression
28Medical Cost PredictionRegression
29Startup Profit PredictionRegression
30Energy Consumption ForecastingRegression
31Rainfall PredictionRegression
32Crop Yield PredictionRegression
33Bitcoin Price PredictionRegression
34Water Quality Index PredictionRegression
35Salary PredictionRegression
36Sales ForecastingRegression
37Footfall Prediction in MallsRegression
38Demand ForecastingRegression
39Life Expectancy PredictionRegression
40Concrete Strength PredictionRegression
41Sentiment Analysis on TweetsNLP
42Fake News DetectionNLP
43Email Spam ClassifierNLP
44Resume ScreeningNLP
45Text SummarizationNLP
46Chatbot using NLPNLP
47Language Translation SystemNLP
48Named Entity RecognitionNLP
49Product Review ClassificationNLP
50News CategorizationNLP
51Topic Modeling with LDANLP
52Legal Document ClassifierNLP
53Plagiarism DetectionNLP
54Text Generation using RNNNLP
55Speech Emotion RecognitionNLP
56Text Similarity CheckerNLP
57Grammar Error DetectionNLP
58Toxic Comment ClassificationNLP
59Keyword Extraction from ArticlesNLP
60Automatic Essay ScoringNLP
61Face Mask DetectionComputer Vision
62Number Plate RecognitionComputer Vision
63Traffic Sign DetectionComputer Vision
64Emotion Detection from ImagesComputer Vision
65Human Activity RecognitionComputer Vision
66Object Detection in ImagesComputer Vision
67Age and Gender DetectionComputer Vision
68Vehicle Counting SystemComputer Vision
69Barcode ScannerComputer Vision
70Clothing Item ClassificationComputer Vision
71Garbage ClassificationComputer Vision
72Leaf Disease DetectionComputer Vision
73Medical Image ClassificationComputer Vision
74Crack Detection in StructuresComputer Vision
75Fire Detection SystemComputer Vision
76Crowd Counting SystemComputer Vision
77License Plate ReaderComputer Vision
78Currency Note RecognitionComputer Vision
79Real-time Drowsiness DetectionComputer Vision
80ASL Sign RecognitionComputer Vision
81Movie Recommendation SystemRecommendation Systems
82Music Recommendation SystemRecommendation Systems
83E-commerce Product RecommenderRecommendation Systems
84Book Recommendation SystemRecommendation Systems
85Restaurant Recommendation SystemRecommendation Systems
86News Article RecommendationRecommendation Systems
87Fashion Product RecommenderRecommendation Systems
88Friend Suggestion SystemRecommendation Systems
89Online Course RecommendationRecommendation Systems
90Travel Package RecommendationRecommendation Systems
91Grocery Item RecommendationRecommendation Systems
92Game Recommendation EngineRecommendation Systems
93TV Show RecommenderRecommendation Systems
94Fitness App RecommendationsRecommendation Systems
95Recipe RecommenderRecommendation Systems
96Workout Plan RecommenderRecommendation Systems
97Investment Portfolio SuggestionRecommendation Systems
98Dating Match RecommenderRecommendation Systems
99Interior Design Suggestion EngineRecommendation Systems
100Event Recommender SystemRecommendation Systems
# Project Title Category
101Weather ForecastingTime Series & Forecasting
102Sales Forecasting for RetailTime Series & Forecasting
103Electricity Demand PredictionTime Series & Forecasting
104Traffic Flow PredictionTime Series & Forecasting
105Website Traffic ForecastingTime Series & Forecasting
106Hospital Admission ForecastingTime Series & Forecasting
107Crime Rate PredictionTime Series & Forecasting
108Pollution Level PredictionTime Series & Forecasting
109Inflation Rate ForecastingTime Series & Forecasting
110Exchange Rate PredictionTime Series & Forecasting
111Heart Rate Signal ForecastingTime Series & Forecasting
112Stock Market Volatility PredictionTime Series & Forecasting
113COVID-19 Case ForecastingTime Series & Forecasting
114Sports Match Score PredictionTime Series & Forecasting
115Crop Harvest Time EstimationTime Series & Forecasting
116Disease Spread SimulationTime Series & Forecasting
117Bus Arrival Time PredictionTime Series & Forecasting
118Rainfall ForecastingTime Series & Forecasting
119Hospital Bed Requirement ForecastTime Series & Forecasting
120Gold Price PredictionTime Series & Forecasting
121Customer Segmentation with K-MeansUnsupervised Learning & Clustering
122Document ClusteringUnsupervised Learning & Clustering
123Market Basket AnalysisUnsupervised Learning & Clustering
124Anomaly Detection in Credit Card DataUnsupervised Learning & Clustering
125Fraud Detection in TransactionsUnsupervised Learning & Clustering
126Outlier Detection in IoT DevicesUnsupervised Learning & Clustering
127Social Network AnalysisUnsupervised Learning & Clustering
128Clustering Gene Expression DataUnsupervised Learning & Clustering
129Content-Based Image ClusteringUnsupervised Learning & Clustering
130Retail Store Layout OptimizationUnsupervised Learning & Clustering
131Electricity Usage ClusteringUnsupervised Learning & Clustering
132Website Session ClusteringUnsupervised Learning & Clustering
133User Behavior AnalysisUnsupervised Learning & Clustering
134Movie Viewer ClusteringUnsupervised Learning & Clustering
135Network Traffic ClusteringUnsupervised Learning & Clustering
136Customer Journey MappingUnsupervised Learning & Clustering
137Business Location OptimizationUnsupervised Learning & Clustering
138IoT Device Behavior ClusteringUnsupervised Learning & Clustering
139Insurance Claim ClusteringUnsupervised Learning & Clustering
140Demand Clustering for Supply ChainUnsupervised Learning & Clustering
141Online Ad Click PredictionClassification
142Kidney Disease DetectionClassification
143Malaria Cell Image ClassificationClassification
144Crop Disease ClassificationClassification
145Driver Drowsiness DetectionClassification
146Phishing Website DetectionClassification
147Dog Breed ClassifierClassification
148Skin Cancer ClassificationClassification
149Bird Species ClassifierClassification
150Leaf Species ClassificationClassification
151Hotel Booking Cancellation PredictionRegression
152Blood Pressure PredictionRegression
153Concrete Mix Strength EstimatorRegression
154Mobile App Rating PredictorRegression
155Household Power Consumption PredictionRegression
156Bike Sharing Demand ForecastingRegression
157Electric Vehicle Battery Life EstimatorRegression
158Fertilizer Quantity EstimatorRegression
159Insurance Premium PredictorRegression
160Food Delivery Time PredictionRegression
161Resume Parser using NLPNLP
162Code Comment GeneratorNLP
163Chat Log AnalyzerNLP
164Medical Report ClassificationNLP
165Speech-to-Text SystemNLP
166Legal Contract SummarizerNLP
167Movie Subtitle GeneratorNLP
168WhatsApp Chat Sentiment AnalyzerNLP
169Smart Email Auto-ResponderNLP
170Job Description AnalyzerNLP
171Pose EstimationComputer Vision
172Pedestrian Detection SystemComputer Vision
173Garment Type DetectorComputer Vision
174Face Recognition Attendance SystemComputer Vision
175Medical Image SegmentationComputer Vision
176Barcode Type IdentifierComputer Vision
177Real-Time Object CounterComputer Vision
178Bird Counting in SkyComputer Vision
179Eye Disease ClassifierComputer Vision
180Motion Detector for Security CamerasComputer Vision
181AutoML for Model SelectionMiscellaneous
182Federated Learning SimulationMiscellaneous
183Explainable AI with LIMEMiscellaneous
184ML Model Drift DetectionMiscellaneous
185GAN for Face GenerationMiscellaneous
186Deep Reinforcement Learning for Game BotMiscellaneous
187Autoencoder for Anomaly DetectionMiscellaneous
188Neural Style TransferMiscellaneous
189Voice Gender RecognitionMiscellaneous
190Edge AI Model DeploymentMiscellaneous
191Real-Time Gesture RecognitionComputer Vision
192Voice Command RecognitionNLP
193Student Dropout PredictionClassification
194Online Fraudulent Seller DetectionClassification
195ML-powered Resume RankingNLP
196Climate Change Pattern DetectionTime Series & Forecasting
197Autonomous Drone Path PlanningComputer Vision
198Real-time Social Media Trend DetectionNLP
199AI-based Plant Watering SystemRegression
200ML-powered Supply Chain Risk AnalysisClustering

Looking for Machine Learning Projects with Source Code?

Don’t stress over project deadlines—get ready-to-use Machine Learning projects at DigiSnare with source code, documentation, setup support, and viva assistance.