Discover our curated list of AI project ideas, source code, and documentation to kickstart your development journey.
Short Description: Automatically ranks resumes based on job description match.
Detailed Description: Uses NLP to extract keywords from resumes and job descriptions, calculates similarity, and ranks candidates.
Technologies: Python, Flask/Django, spaCy/BERT, scikit-learn, MongoDB/MySQL
Short Description: Classifies news articles as real or fake.
Detailed Description: Utilizes BERT to classify text into real/fake based on pre-trained language understanding.
Technologies: Python, HuggingFace Transformers, Flask, scikit-learn
Short Description: Predicts machine failures using sensor data.
Detailed Description: Time-series models (LSTM) analyze machine logs to predict when equipment may fail.
Technologies: Python, TensorFlow/Keras, Pandas
Short Description: Detects fraudulent transactions in real-time.
Detailed Description: Uses anomaly detection algorithms to find abnormal patterns in financial data.
Technologies: Python, Isolation Forest, scikit-learn, Flask
Short Description: Provides conversational support to detect emotional state.
Detailed Description: Uses sentiment analysis and GPT-like models to chat empathetically and detect signs of stress/anxiety.
Technologies: Python, GPT/LLM, Flask, Streamlit
Short Description: Suggests study materials based on learning history.
Detailed Description: Collaborative filtering recommends courses/videos based on user preferences and behavior.
Technologies: Python, scikit-learn, Django
Short Description: Converts images to descriptive captions.
Detailed Description: Combines CNN (image features) and LSTM (text generation) to create captions.
Technologies: Python, TensorFlow/Keras, Flask, OpenCV
Short Description: Predicts future stock prices.
Detailed Description: Uses LSTM to analyze historical data and predict short-term trends.
Technologies: Python, LSTM, yFinance API, matplotlib
Short Description: Trains drones to find optimal paths.
Detailed Description: Uses reinforcement learning to navigate drones through obstacles.
Technologies: Python, OpenAI Gym, PyTorch
Short Description: Predicts city traffic congestion using video feeds or GPS data.
Detailed Description: Analyzes traffic density using CNN to alert congestion zones.
Technologies: Python, OpenCV, CNN, TensorFlow
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