Sampath Chanda
@chandasampath
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Tweets about #CV #DL #ML #SystemDesign Applied Scientist @Amazon @CarnegieMellon @BitsPilaniIndia
California, USA
Joined November 2014
Excited to share my @mentorcruise profile! As an Applied Scientist at Amazon & an entrepreneurship enthusiast, I'm eager to guide you through the fascinating world of #AI #MachineLearning #Startups. First 3 Mentees to get accepted in next 72 hours will get 25% OFF first month!
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Using AI to help you on your homework is like using a robot to help you lift weights at the gym.
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Pure gold. Must read!
Training LLMs end to end is hard. Very excited to share our new blog (book?) that cover the full pipeline: pre-training, post-training and infra. 200+ pages of what worked, what didn’t, and how to make it run reliably https://t.co/iN2JtWhn23
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🧵 LoRA vs full fine-tuning: same performance ≠ same solution. Our NeurIPS ‘25 paper 🎉shows that LoRA and full fine-tuning, even when equally well fit, learn structurally different solutions and that LoRA forgets less and can be made even better (lesser forgetting) by a simple
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Deepseek-OCR says: “A picture is worth a thousand words!” Can compress text context by converting into visual tokens rather.
I quite like the new DeepSeek-OCR paper. It's a good OCR model (maybe a bit worse than dots), and yes data collection etc., but anyway it doesn't matter. The more interesting part for me (esp as a computer vision at heart who is temporarily masquerading as a natural language
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Having global context on what you can achieve, makes achieving in local context easier!!
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Paper fresh of the press: The Illusion of Diminishing Returns: Measuring Long Horizon Execution in LLMs. Are small models the future of agentic AI? Is scaling LLM compute not worth the cost due to diminishing returns? Are autoregressive LLMs doomed, and thinking an illusion?
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Just as the Industrial Revolution mechanized manual labor, today's AI tools are mechanizing cognitive labor.
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It is crazy that they didn’t even do a fact check! Didn’t even check the users profile
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Very interesting. Much needed tool.
Best chance to earn and get productive! 🚀 Meet GoalAdvisor - your AI-powered guide for achieving learning goals. First 100 sign-ups get early access & a shot at a $25 gift card! -> https://t.co/ZZLOUoizQO Like, repost, join waitlist and comment "GoalAdvisor".
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What company has the dumbest customer service agents? PNC Bank! Agent can't understand simple request, repeatedly says will help but doesn't help, refuses to transfer to supervisor. What could we do? What say? @PNCBank_Help @PNCBank
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Networking is overrated. Become first and foremost a person of value and the network will be available whenever you need it.
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Let's harness tech & innovation to fulfill your potential. Together, we'll navigate the AI landscape, turning ideas into successful ventures. Join me in this journey of learning and growth: https://t.co/06gFXgMFlp
#Mentorship #AI #MachineLearning #Entrepreneurship
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If you want to read more such articles, please subscribe to my newsletter at: https://t.co/oTAVIkTan7
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Why does Machine Learning have so many related related roles? What do each of these roles handle? You can read from my latest article in my news letter here: https://t.co/S1UCreuEPN
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2/ - Join online communities to learn from experts and connect with like-minded learners. 🤝👨💻 #Python #MachineLearning #Beginners"
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