TOPIC_LIST = { "Data & AI": { "Machine Learning": [ "Supervised-Learning", "Unsupervised-Learning", "Neural-Networks", "Deep-Learning", "Reinforcement-Learning", "Transfer-Learning", "AutoML", "Feature-Engineering", "Model-Optimization", "Model-Interpretability", "MLOps", "Model-Compression", "Edge-AI", "Few-Shot-Learning", "Active-Learning", "Meta-Learning", "Ensemble-Methods", "Online-Learning" ], "Computer Vision": [ "Image-Classification", "Object-Detection", "Image-Segmentation", "Face-Recognition", "Video-Analysis", "3D-Vision", "Medical-Imaging", "Pose-Estimation", "OCR", "Visual-SLAM", "Depth-Estimation", "Action-Recognition", "Scene-Understanding", "Multi-Object-Tracking", "Visual-Reasoning" ], "Natural Language Processing": [ "Text-Classification", "Named-Entity-Recognition", "Machine-Translation", "Sentiment-Analysis", "Question-Answering", "Text-Generation", "Language-Models", "Information-Extraction", "Speech-Recognition", "Text-Summarization", "Topic-Modeling", "Semantic-Analysis", "Dialogue-Systems", "Document-AI", "Cross-Lingual" ], "AI Infrastructure": [ "Model-Serving", "Training-Pipeline", "Experiment-Tracking", "Resource-Management", "Model-Registry", "Feature-Store", "Data-Versioning", "Model-Monitoring", "Distributed-Training", "AutoScaling", "GPU-Optimization", "Deployment-Pipeline" ], "Data Science": [ "Data-Analysis", "Data-Visualization", "Statistical-Analysis", "Predictive-Analytics", "Time-Series-Analysis", "AB-Testing", "Business-Intelligence", "Data-Mining", "ETL", "Anomaly-Detection", "Forecasting", "Causal-Inference", "Survival-Analysis", "Cohort-Analysis", "Risk-Analytics" ], "Big Data": [ "Data-Engineering", "Stream-Processing", "Data-Warehousing", "Distributed-Computing", "Data-Pipeline", "Real-time-Analytics", "Data-Lake", "Data-Governance", "Data-Quality", "Data-Catalog", "Data-Lineage", "Data-Security" ] }, "Scientific": { "Healthcare & Medical": [ "Medical-Imaging", "Clinical-Research", "Bioinformatics", "Drug-Discovery", "Genomics", "Healthcare-Analytics", "Patient-Monitoring", "Disease-Diagnosis", "Medical-Devices", "Clinical-Trials", "Precision-Medicine", "Healthcare-AI", "Telemedicine", "Medical-NLP", "Biomarker-Discovery" ], "Biology & Life Sciences": [ "Molecular-Biology", "Genetics", "Proteomics", "Systems-Biology", "Neuroscience", "Biochemistry", "Cell-Biology", "Biotechnology", "Computational-Biology", "Evolution", "Ecology", "Immunology", "Microbiology", "Plant-Science", "Structural-Biology" ], "Physics & Chemistry": [ "Quantum-Computing", "Molecular-Dynamics", "Material-Science", "Computational-Physics", "Chemical-Engineering", "Crystallography", "Particle-Physics", "Spectroscopy", "Thermodynamics", "Quantum-Chemistry", "Fluid-Dynamics", "Electromagnetism", "Statistical-Mechanics", "Photonics", "Surface-Science" ] } }