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Llm
Autonomous Agents
Notes of Artificial Intelligence and Machine Learning.
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Llm
Freedom Preetham
in
Autonomous Agents
Sep 26
Why LLMs Will Never Lead to AGI
The Mathematical and Biological Barriers
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1
Freedom Preetham
in
Autonomous Agents
Aug 23
The Mathematical Essence of Loss Function Design in Deep Neural Networks
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63
Freedom Preetham
in
Autonomous Agents
Aug 13
Limitations of LLMs in Combinatorial Optimization
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10
Freedom Preetham
in
Autonomous Agents
Jun 14
Understanding Math Behind Chinchilla Laws
Optimizing LLM Performance through Compute-Efficiency
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Freedom Preetham
in
Autonomous Agents
Feb 16
RAGs Do Not Reduce Hallucinations in LLMs — A Math Deep Dive
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277
8 responses
Freedom Preetham
in
Autonomous Agents
Feb 7
A Math Deep Dive on Gating in Neural Architectures
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109
Freedom Preetham
in
Autonomous Agents
Dec 15, 2023
Enhancing LLM’s Reasoning Through JEPA— A Comprehensive Mathematical Deep Dive
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174
1 response
Freedom Preetham
in
Autonomous Agents
Dec 6, 2023
LLMs, Transformers, GPTs — Here is One Ring to Rule Them All
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172
Freedom Preetham
in
Autonomous Agents
Dec 6, 2023
Part 9 — Memory-Augmented Transformer Networks: A Mathematical Insight
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18
1 response
Freedom Preetham
in
Autonomous Agents
Dec 5, 2023
Part 8 — Mathematical Explanation of Why It’s Hard for LLMs to Memorize
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23