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Vietnam Geography App
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Vietnam Geography App
Push AI frontiers: research next-generation algorithms! Projects: (1) Transformer architectures (GPT, BERT attention mechanisms), (2) Reinforcement learning (AlphaGo, robotics control, game-playing), (3) Computer vision (YOLO object detection, GANs image generation, diffusion models Stable Diffusion), (4) Multimodal AI (CLIP text+image, Flamingo visual reasoning), (5) Alignment research (RLHF make AI helpful/harmless). Research process: literature review (arXiv papers), hypothesis formulation, experiment design (ablation studies), model training (GPUs/TPUs clusters), evaluation (benchmarks, human feedback), paper writing, peer review.
Cutting-edge topics: large language models scaling laws (Chinchilla optimal), prompt engineering (few-shot learning), neural architecture search (AutoML), federated learning (privacy-preserving), AI safety (alignment problem prevent AGI harm). Famous labs: OpenAI (GPT), DeepMind (AlphaFold proteins), Anthropic (Claude constitutional AI), Meta AI (LLaMA open models), academic (Stanford HAI, Berkeley BAIR). Ethics: dual-use (tech weaponized), bias (datasets reflect society inequalities), environmental (training costs emissions), unemployment (automation impacts).
Breakthrough moments: ImageNet 2012 (deep learning revolution), AlphaGo 2016 (defeated champion), GPT-3 2020 (language leap). Career: AI researcher (PhD usually), applied scientist, research engineer. Shape intelligence future!
• Tương tác với giao diện mô phỏng
• Thực hiện các thí nghiệm ảo
• Quan sát và ghi nhận kết quả
Conduct AI research: literature review, hypothesis, experiments, evaluation, publication process
Master advanced topics: transformers, RL, computer vision, multimodal AI, alignment research
Use research tools: arXiv papers, ablation studies, benchmarks, GPU clusters, peer review
Address ethics: dual-use, bias, environmental cost, safety, societal impacts of AI
Explore career paths: AI researcher (PhD), applied scientist, research engineer, academia
Khám phá các hướng nghiên cứu AI mới nhất
Nghiên cứu về trí tuệ nhân tạo tổng quát và đạo đức
Kết hợp AI với điện toán lượng tử
💡 Hoàn thành các bài học này để hiểu sâu hơn về chủ đề trong Interactive Practice
Thêm Interactive Practice sẽ được cập nhật sớm!