Videos

AcademicMachine LearningTechnologyVideosYouTube

Overcome Sparse Rewards in Reinforcement Learning

https://www.youtube.com/watch?v=iodNcqh3B-M
Struggling with sparse rewards in your RL projects? Discover how we used the ACER algorithm, reward shaping, and prioritized experience replay to boost our agent’s performance. 🚀 Watch my latest video to learn how to prevent policy collapse and achieve stable learning in complex environments. #ReinforcementLearning #AI #SparseRewards”

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AcademicVideosYouTube

Elon Musk’s AI Masterplan: Tesla, Groq, and Optimus

https://www.youtube.com/watch?v=opcWHxStJjE
Elon Musk’s groundbreaking vision for AI with Tesla’s supercomputers, Groq’s advanced AI systems, and the revolutionary Optimus humanoid robots! Learn how Musk is leveraging immense computing power and unique real-world data to push the boundaries of autonomous driving and AI development. Don’t miss out on the engineering marvels and innovations that are set to transform the future. Watch my latest video to explore these exciting advancements and see how they will shape tomorrow’s technology. 🚀🤖 #AI #ElonMusk #Tesla #Groq #Optimus #TechInnovation #FutureOfAI

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GeneralVideosYouTube

5 Linkedin tips from Insiders Sarah Johnson and Austin Belsac

https://www.youtube.com/watch?v=JfzQxzc5feI
Unlock your LinkedIn potential with expert tips from Sarah Johnson and Austin Belsac! 🚀 Learn how to optimize your profile with strategic keywords, craft compelling headlines, write engaging About sections, and get your skills endorsed. Ready to stand out to recruiters? Watch our latest video and download our free Job Search Toolkit for exclusive resources. Don’t miss out on these game-changing insights! #LinkedInTips #CareerAdvice #JobSearch #ProfessionalGrowth #LinkedInOptimization #JobHunters

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AcademicCodeConceptMachine LearningProjectVideos

Score Prediction from User Log with BERT

Discover latest project: predicting user scores from interaction logs with a quiz system! By analyzing user behavior and leveraging cutting-edge ML techniques like DistilBERT, curriculum learning, and LoRA, we’ve crafted a robust model to infer scores without needing correct answers or user choices. Dive into our innovative approach and see how we’re revolutionizing educational tools. #MachineLearning #AI #EdTech #Robotics #DistilBERT #CurriculumLearning #LoRA

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ConceptGeneralSeriesTechnologyVideos

Deepdive: pytorch profiler, standford transformer, XTuner, Luminal, DeepFaceLive

The PyTorch Profiler analyzes deep learning models’ performance by collecting timing and resource usage stats, helping identify bottlenecks and optimize memory and execution. Stanford’s CS25 lecture series, “Transformers United V4,” covers state-of-the-art transformer research and applications. XTuner offers a flexible toolkit for fine-tuning large models, supporting various algorithms and high training throughput. Luminal optimizes deep learning performance with ahead-of-time compilation and efficient execution on CUDA/Metal APIs. DeepFaceLive allows real-time face swaps from video streams, with options to train custom models and animate static faces.

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AcademicCodeConceptVideos

Deep Dive: Multiprocessing with Pool,  Pure C Implementation of GPT-2, Attention in Transformers

Unlock the power of Python’s multiprocessing library to execute tasks in parallel, effectively utilizing multiple CPU cores and bypassing the Global Interpreter Lock (GIL). By leveraging the Process and Pool classes, you can significantly reduce execution times for parallelizable tasks. Learn how to manage processes and facilitate inter-process communication through practical examples. Discover how multiprocessing can enhance your Python applications’ performance with this comprehensive guide.

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