scripts/topic_list.py

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"
        ]
    }
}