Mixture of Depths: Dynamic Computation in Transformers
MoD dynamically adjusts computation per token, enabling 2-4x speedup in long-sequence processing. Learn how DeepSeek uses this technique for efficient inference.
Deepseek
GRPO: Group Relative Policy Optimization DeepSeek's RL Breakthrough
GRPO eliminates the critic network from reinforcement learning, using group-based relative rewards. Learn how DeepSeek-R1 achieved reasoning breakthroughs with this efficient algorithm.
Multi-Head Latent Attention MLA: DeepSeek's Memory Optimization
Multi-Head Latent Attention reduces KV cache by 93% while maintaining performance. Learn how DeepSeek revolutionized transformer memory efficiency with this innovative technique.
DeepSeek Complete Guide 2026: Open-Source AI Models Revolution
Comprehensive guide to DeepSeek AI models - V3, R1, Janus Pro - open-source alternatives to GPT-4, training methods, API usage, and deployment strategies for 2026.
Reasoning Models: Complete Guide to AI That Thinks
Deep dive into reasoning models like DeepSeek V3.2, OpenAI o3. Learn about chain-of-thought, test-time compute, and how to leverage these models for complex tasks.