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Data Science Project Topics 

Expert Academic Project Help in Data Science

We provide high-quality academic project reports, dissertations, internship projects, and research papers specifically focused on the Data Science specialization.
Our Data Science projects are suitable for students pursuing BCA, MCA, B.Tech, M.Tech or other management-related degrees. Each report is well-researched, formatted as per university guidelines, and designed to provide clear insights into DS practices across industries.
Students can choose from a wide list of ready-made Data Science project topics or request a fully customized report prepared according to their specific research area. Every project is developed purely for learning and reference purposes, helping you understand report structure, research methodology, and analysis so that you can confidently prepare your own DS academic work.

Data Science 500 Topics For Project Report

Data Science Project Topics List (1–100)

1. Customer Churn Prediction using Logistic Regression
2. House Price Prediction with Linear Regression and Feature Engineering
3. Sentiment Analysis of Movie Reviews using NLP
4. Credit Card Fraud Detection with Anomaly Detection
5. Stock Price Prediction using LSTM Neural Networks
6. Image Classification with CNN (Cats vs Dogs)
7. Recommendation System for Movies using Collaborative Filtering
8. Sales Forecasting using Time Series Analysis (ARIMA)
9. Diabetes Prediction using Decision Trees and Random Forest
10. Text Summarization using Transformers (BERT)
11. Fake News Detection with Naive Bayes and TF-IDF
12. Customer Segmentation using K-Means Clustering
13. Traffic Sign Recognition using Deep Learning
14. Heart Disease Prediction with Ensemble Methods
15. Spam Email Classification using SVM
16. Handwritten Digit Recognition with MNIST Dataset
17. Wine Quality Prediction using Regression Models
18. Object Detection in Images using YOLO
19. Chatbot Development with NLP and Seq2Seq Models
20. Bitcoin Price Prediction using GRU
21. Employee Attrition Analysis with HR Data
22. Crop Yield Prediction using Satellite Data
23. Face Mask Detection using Computer Vision
24. Music Genre Classification from Audio Features
25. Predictive Maintenance for Industrial Equipment
26. Loan Eligibility Prediction using Classification
27. Road Accident Severity Prediction
28. Breast Cancer Diagnosis with SVM and PCA
29. E-commerce Product Recommendation Engine
30. Weather Forecasting using Historical Data
31. Speech Emotion Recognition using MFCC and RNN
32. Phishing Website Detection with Machine Learning
33. Energy Consumption Forecasting in Buildings
34. Twitter Sentiment Analysis during Elections
35. Plant Disease Detection from Leaf Images
36. Credit Risk Assessment using XGBoost
37. Real-Time Face Recognition System
38. Movie Success Prediction based on Budget and Genre
39. Air Quality Index Prediction using Time Series
40. Human Activity Recognition using Smartphone Sensors
41. Insurance Claim Fraud Detection
42. Topic Modeling on News Articles using LDA
43. Sign Language Recognition with CNN
44. Gold Price Prediction using Regression
45. Student Performance Prediction using Educational Data
46. Pneumonia Detection from Chest X-rays
47. Intrusion Detection System using Network Traffic
48. Restaurant Rating Prediction with NLP
49. Solar Energy Production Forecasting
50. Emotion Detection from Facial Expressions
51. Bank Marketing Campaign Success Prediction
52. Wildfire Risk Prediction using Geospatial Data
53. Gesture Recognition using Accelerometer Data
54. Medical Insurance Cost Prediction
55. Hate Speech Detection on Social Media
56. Soil Fertility Classification for Agriculture
57. Driver Drowsiness Detection using Eye Blink
58. Book Genre Classification from Summaries
59. Wind Energy Output Prediction
60. Customer Lifetime Value Prediction
61. Lung Cancer Survival Rate Prediction
62. Named Entity Recognition (NER) with spaCy
63. Traffic Congestion Prediction using IoT Data
64. Skin Cancer Detection using Dermoscopy Images
65. Electricity Price Forecasting
66. Product Defect Detection in Manufacturing
67. Question Answering System using BERT
68. Flood Prediction using Rainfall and River Data
69. Video Summarization using Deep Learning
70. Mental Health Prediction from Social Media Posts
71. Cricket Match Win Prediction
72. Malaria Cell Detection in Microscopic Images
73. Supply Chain Demand Forecasting
74. Sarcasm Detection in Text using NLP
75. Parkinson’s Disease Detection from Voice
76. Urban Sound Classification
77. COVID-19 Case Prediction using SIR Model
78. Fashion Item Recommendation System
79. Alzheimer’s Disease Prediction from MRI Scans
80. Water Quality Prediction for Rivers
81. Click-Through Rate (CTR) Prediction for Ads
82. Bird Species Identification from Audio
83. Kidney Disease Prediction
84. Language Translation using Transformer Models
85. Forest Cover Type Prediction
86. Autonomous Vehicle Lane Detection
87. Drug Review Sentiment Analysis
88. Earthquake Magnitude Prediction
89. Video Game Sales Prediction
90. Glaucoma Detection from Retinal Images
91. Airline Passenger Satisfaction Analysis
92. Rainfall Prediction using Weather Data
93. Fake Profile Detection on Social Networks
94. Battery Life Prediction for Electric Vehicles
95. Poetry Generation using LSTM
96. Liver Disease Prediction
97. Smart Grid Load Forecasting
98. Fish Species Classification from Underwater Images
99. Credit Score Prediction Model
100. Human Pose Estimation in Videos

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Data Science Project Topics List (101-200)

101. Sentiment Analysis of Product Reviews on Amazon
102. Predictive Typing using N-grams and RNN
103. Cervical Cancer Risk Prediction
104. Wind Turbine Power Output Prediction
105. Anomaly Detection in Credit Card Transactions
106. Movie Script Generation using GPT
107. Thyroid Disease Classification
108. Traffic Flow Prediction in Smart Cities
109. Brain Tumor Segmentation from MRI
110. Wine Preference Prediction using Sensory Data
111. Cyber Attack Type Classification
112. Recipe Ingredient Prediction from Images
113. Drought Prediction using Climate Indices
114. Personality Prediction from Text
115. Cataract Detection from Eye Images
116. Flight Delay Prediction
117. Audio Source Separation (Speech vs Music)
118. Obesity Level Prediction from Lifestyle Data
119. Document Classification using Doc2Vec
120. Solar Flare Prediction
121. Customer Support Ticket Classification
122. Leaf Disease Severity Estimation
123. Gesture-Controlled Virtual Mouse
124. Heart Sound Classification (Normal vs Abnormal)
125. Fake Currency Detection using Image Processing
126. Energy Theft Detection in Smart Meters
127. Bird Migration Pattern Analysis
128. Hand Gesture Recognition for Sign Language
129. Water Potability Prediction
130. Music Mood Classification
131. Predictive Keyboard using Language Models
132. Bone Fracture Detection from X-rays
133. Urban Heat Island Effect Analysis
134. Voice Command Recognition System
135. Soil Moisture Prediction for Irrigation
136. E-learning Course Recommendation
137. Pneumothorax Detection from Chest X-rays
138. Wildlife Poaching Hotspot Prediction
139. Smart Parking Space Availability Prediction
140. Emotion-Based Music Recommendation
141. Rice Disease Classification
142. Electricity Theft Detection using Consumption Patterns
143. Facial Age Estimation
144. Crop Recommendation System based on Soil and Climate
145. Stress Detection from Voice
146. Road Damage Detection from Images
147. Mental Disorder Classification from fMRI
148. Tomato Ripeness Detection
149. Network Traffic Anomaly Detection
150. Diabetes Retinopathy Grading
151. Audio Deepfake Detection
152. Plant Seedlings Classification
153. Wind Speed Prediction for Renewable Energy
154. Human Fall Detection using Wearables
155. Fruit Quality Assessment using Computer Vision
156. Speech-to-Text with Accent Adaptation
157. Land Use Land Cover Classification from Satellite Images
158. Driver Behavior Analysis from OBD Data
159. Mosquito-Borne Disease Outbreak Prediction
160. Facial Landmark Detection
161. Smart Waste Bin Fill Level Prediction
162. Grape Disease Detection
163. Intrusion Detection in IoT Networks
164. Eye Disease Classification (Multiple Conditions)
165. Ocean Wave Height Prediction
166. Customer Support Chatbot with Intent Recognition
167. Potato Disease Classification
168. Air Pollution Source Apportionment
169. Handwriting Style Transfer using GANs
170. Smart Agriculture Pest Prediction
171. Brain Activity Classification from EEG
172. Vehicle Type Classification from Audio
173. Rice Variety Identification
174. Solar Panel Efficiency Prediction
175. Human Action Recognition in Videos
176. Corn Disease Detection
177. Network Failure Prediction in Telecom
178. Skin Lesion Segmentation
179. Wildlife Species Identification from Camera Traps
180. Apple Disease Classification
181. Cyberbullying Detection in Text
182. Wheat Disease Detection
183. Smart Meter Data Anomaly Detection
184. Facial Expression Transfer using GANs
185. Mango Ripeness and Disease Detection
186. Earthquake Aftershock Prediction
187. Citrus Disease Classification
188. Smart Grid Fault Detection
189. Audio Event Detection in Urban Environments
190. Banana Disease Detection
191. Predictive Analytics for Student Dropout
192. Strawberry Disease Identification
193. Power Outage Prediction
194. Voice Disorder Detection
195. Papaya Disease Classification
196. Smart Home Energy Optimization
197. Audio Scene Classification
198. Guava Disease Detection
199. Predictive Policing using Crime Data
200. Pomegranate Disease Classification

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Data Science Project Topics List (201-300)

201. Wildfire Spread Prediction
202. Orange Disease Detection
203. Smart Irrigation Scheduling
204. Sound Event Localization
205. Lemon Disease Classification
206. Retail Footfall Prediction
207. Grape Leaf Disease Segmentation
208. Smart Traffic Signal Control
209. Audio Captioning using Deep Learning
210. Peach Disease Detection
211. Customer Sentiment Trend Analysis
212. Cherry Disease Classification
213. Smart Farming Yield Optimization
214. Environmental Sound Classification
215. Plum Disease Detection
216. E-commerce Search Relevance Ranking
217. Apricot Disease Classification
218. Smart Water Distribution Management
219. Music Source Separation
220. Fig Disease Detection
221. Healthcare Appointment No-Show Prediction
222. Kiwi Disease Classification
223. Smart Building Occupancy Prediction
224. Acoustic Scene Classification
225. Avocado Disease Detection
226. Retail Inventory Optimization
227. Pineapple Disease Classification
228. Smart Street Lighting Control
229. Polyphonic Music Transcription
230. Dragon Fruit Disease Detection
231. Customer Journey Analytics
232. Watermelon Disease Classification
233. Smart EV Charging Station Management
234. Audio Tagging with Multiple Labels
235. Cantaloupe Disease Detection
236. Supply Chain Risk Prediction
237. Muskmelon Disease Classification
238. Smart Waste Collection Routing
239. Speech Enhancement in Noisy Environments
240. Honeydew Disease Detection
241. Predictive Maintenance for Wind Turbines
242. Pumpkin Disease Classification
243. Smart Parking Revenue Forecasting
244. Audio-Visual Speech Recognition
245. Squash Disease Detection
246. Customer Feedback Sentiment Analysis
247. Zucchini Disease Classification
248. Smart Grid Demand Response
249. Music Emotion Recognition
250. Cucumber Disease Detection
251. Healthcare Resource Allocation Prediction
252. Eggplant Disease Classification
253. Smart Agriculture Drone Path Planning
254. Audio Super-Resolution
255. Brinjal Disease Detection
256. Retail Price Optimization
257. Okra Disease Classification
258. Smart City Noise Pollution Mapping
259. Speech Synthesis with Emotion
260. Ladyfinger Disease Detection
261. E-learning Engagement Prediction
262. Bitter Gourd Disease Classification
263. Smart Home Anomaly Detection
264. Audio Diarization (Speaker Separation)
265. Snake Gourd Disease Detection
266. Customer Support Ticket Routing
267. Ridge Gourd Disease Classification
268. Smart Farming Pest Control Scheduling
269. Music Recommendation with Context
270. Bottle Gourd Disease Detection
271. Healthcare Fraud Detection in Claims
272. Sponge Gourd Disease Classification
273. Smart Water Leak Detection
274. Audio Fingerprinting for Song Identification
275. Pointed Gourd Disease Detection
276. Retail Customer Footfall Forecasting
277. Ivy Gourd Disease Classification
278. Smart Energy Trading in Microgrids
279. Speech-to-Speech Translation
280. Cluster Bean Disease Detection
281. E-commerce Fraud Detection
282. Yardlong Bean Disease Classification
283. Smart Building HVAC Optimization
284. Audio Classification for Surveillance
285. French Bean Disease Detection
286. Predictive Analytics for Crop Insurance
287. Broad Bean Disease Classification
288. Smart Traffic Congestion Prediction
289. Music Generation using GANs
290. Green Bean Disease Detection
291. Healthcare Patient Readmission Prediction
292. Runner Bean Disease Classification
293. Smart Waste Segregation using Vision
294. Audio Anomaly Detection in Machines
295. Scarlet Runner Bean Disease Detection
296. Retail Shelf Space Optimization
297. Lima Bean Disease Classification
298. Smart Agriculture Soil Health Monitoring
299. Speech Command Recognition
300. Fava Bean Disease Detection

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Data Science Project Topics List (301-400)

301. Customer Segmentation using RFM Analysis
302. Winged Bean Disease Classification
303. Smart City Air Quality Forecasting
304. Audio-Based Emotion Recognition
305. Hyacinth Bean Disease Detection
306. E-learning Course Completion Prediction
307. Mung Bean Disease Classification
308. Smart Home Security Alert System
309. Music Mood Transfer using AI
310. Cowpea Disease Detection
311. Healthcare Drug Interaction Prediction
312. Chickpea Disease Classification
313. Smart Farming Weather Impact Analysis
314. Audio-Based Health Monitoring
315. Pigeon Pea Disease Detection
316. Retail Promotion Effectiveness Analysis
317. Lentil Disease Classification
318. Smart Grid Renewable Integration
319. Speech Pathology Detection
320. Pea Disease Detection
321. E-commerce Cart Abandonment Prediction
322. Soybean Disease Classification
323. Smart Agriculture Market Price Prediction
324. Audio-Based Plant Stress Detection
325. Peanut Disease Detection
326. Customer Loyalty Program Optimization
327. Sunflower Disease Classification
328. Smart City Mobility Pattern Analysis
329. Music Auto-Tagging with Metadata
330. Sesame Disease Detection
331. Healthcare Epidemic Outbreak Prediction
332. Flax Disease Classification
333. Smart Farming Nutrient Deficiency Detection
334. Audio-Based Wildlife Monitoring
335. Safflower Disease Detection
336. Retail Customer Lifetime Value Modeling
337. Chia Disease Classification
338. Smart Energy Storage Optimization
339. Speech Accent Conversion
340. Hemp Disease Detection
341. E-learning Adaptive Learning Paths
342. Canola Disease Classification
343. Smart Agriculture Irrigation Optimization
344. Audio-Based Industrial Fault Diagnosis
345. Mustard Disease Detection
346. Customer Service Sentiment Analysis
347. Castor Disease Classification
348. Smart City Public Transport Optimization
349. Music Similarity Search Engine
350. Jatropha Disease Detection
351. Healthcare Patient Flow Optimization
352. Niger Disease Classification
353. Smart Farming Crop Rotation Planning
354. Audio-Based Marine Life Tracking
355. Poppy Disease Detection
356. Retail Dynamic Pricing Model
357. Opium Poppy Disease Classification
358. Smart Grid Voltage Stability Prediction
359. Speech-to-Text for Low-Resource Languages
360. Cotton Disease Detection
361. E-commerce Visual Search
362. Jute Disease Classification
363. Smart Agriculture Greenhouse Automation
364. Audio-Based Bird Species Monitoring
365. Kenaf Disease Detection
366. Customer Behavior Prediction in Stores
367. Ramie Disease Classification
368. Smart City Waste-to-Energy Optimization
369. Music Generation with Style Transfer
370. Sisal Disease Detection
371. Healthcare Clinical Trial Outcome Prediction
372. Abaca Disease Classification
373. Smart Farming Livestock Health Monitoring
374. Audio-Based Ocean Noise Pollution
375. Coir Disease Detection
376. Retail Inventory Turnover Prediction
377. Kapok Disease Classification
378. Smart Energy Peer-to-Peer Trading
379. Speech Emotion Conversion
380. Bamboo Disease Detection
381. E-learning Gamification Impact Analysis
382. Raffia Disease Classification
383. Smart Agriculture Drone Swarm Coordination
384. Audio-Based Earthquake Early Warning
385. Piassava Disease Detection
386. Customer Journey Mapping with AI
387. Esparto Disease Classification
388. Smart City Emergency Response Optimization
389. Music Recommendation with User Mood
390. Sabai Disease Detection
391. Healthcare Remote Patient Monitoring
392. Sabai Grass Disease Classification
393. Smart Farming Vertical Farming Optimization
394. Audio-Based Avalanche Prediction
395. Vetiver Disease Detection
396. Retail Customer Churn in Subscription
397. Lemon Grass Disease Classification
398. Smart Grid Cyber Attack Detection
399. Speech Synthesis with Voice Cloning
400. Palmyra Disease Detection

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Data Science Project Topics List (401-500)

401. E-commerce Return Prediction
402. Date Palm Disease Classification
403. Smart Agriculture Aquaponics Management
404. Audio-Based Glacier Monitoring
405. Coconut Disease Detection
406. Customer Feedback Loop Optimization
407. Oil Palm Disease Classification
408. Smart City Water Distribution AI
409. Music Auto-Composition Assistant
410. Sago Palm Disease Detection
411. Healthcare Drug Discovery Acceleration
412. Betel Nut Disease Classification
413. Smart Farming Hydroponics Control
414. Audio-Based Volcanic Activity Detection
415. Areca Nut Disease Detection
416. Retail Assortment Planning AI
417. Cashew Disease Classification
418. Smart Energy Demand Side Management
419. Speech-to-Sign Language Translation
420. Almond Disease Detection
421. E-learning Personalized Content Delivery
422. Walnut Disease Classification
423. Smart Agriculture Pest Swarm Prediction
424. Audio-Based Tsunami Early Warning
425. Pistachio Disease Detection
426. Customer Experience Journey Analytics
427. Hazelnut Disease Classification
428. Smart City Public Safety AI
429. Music Therapy Recommendation System
430. Pecan Disease Detection
431. Healthcare Population Health Management
432. Macadamia Disease Classification
433. Smart Farming Biodiversity Monitoring
434. Audio-Based Storm Surge Prediction
435. Brazil Nut Disease Detection
436. Retail Store Layout Optimization
437. Pine Nut Disease Classification
438. Smart Grid Distributed Energy Resources
439. Speech Accessibility for Disabled
440. Chestnut Disease Detection
441. E-commerce Fraud Ring Detection
442. Beech Nut Disease Classification
443. Smart Agriculture Carbon Sequestration
444. Audio-Based Wildlife Poaching Alert
445. Kola Nut Disease Detection
446. Customer Sentiment in Voice Calls
447. Ginkgo Nut Disease Classification
448. Smart City Urban Planning AI
449. Music Education Adaptive Learning
450. Monkey Puzzle Disease Detection
451. Healthcare AI-Assisted Diagnosis
452. Queensland Nut Disease Classification
453. Smart Farming Regenerative Agriculture
454. Audio-Based Deforestation Monitoring
455. Bunya Nut Disease Detection
456. Retail Predictive Replenishment
457. Candlenut Disease Classification
458. Smart Energy Virtual Power Plants
459. Speech-to-Braille Real-Time Conversion
460. Guinea Peanut Disease Detection
461. E-learning Dropout Risk Prediction
462. Mongongo Disease Classification
463. Smart Agriculture Food Traceability
464. Audio-Based Coral Reef Health
465. Marula Disease Detection
466. Customer Lifetime Value in SaaS
467. Baobab Disease Classification
468. Smart City Mobility as a Service
469. Music AI Composition Collaboration
470. Shea Nut Disease Detection
471. Healthcare Predictive Scheduling
472. Cupuaçu Disease Classification
473. Smart Farming Precision Spraying
474. Audio-Based Arctic Ice Monitoring
475. Açaí Disease Detection
476. Retail Emotion Analytics from CCTV
477. Lucuma Disease Classification
478. Smart Grid Resilience Enhancement
479. Speech Therapy Progress Tracking
480. Cherimoya Disease Detection
481. E-commerce Dynamic Bundling
482. Soursop Disease Classification
483. Smart Agriculture Bee Health
484. Audio-Based Amazon Rainforest
485. Pawpaw Disease Detection
486. Customer Service AI Routing
487. Papaya Disease Classification
488. Smart City Noise Complaint Prediction
489. Music Genre Evolution Analysis
490. Mango Disease Detection
491. Healthcare AI Triage System
492. Guava Disease Classification
493. Smart Farming Mushroom Cultivation
494. Audio-Based Savanna Fire Detection
495. Pineapple Disease Detection
496. Retail Shelf Life Prediction
497. Jackfruit Disease Classification
498. Smart Energy Blockchain Integration
499. Speech-to-Music Generation
500. Durian Disease Detection

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