Konstantin Kolokolov
Machine Learning & Applied AI Research — Large Language Models, Speech AI, and Distributed ML Systems
- Role
- Machine Learning at Amazon Agi Foundations at Amazon
- Location
- Mountain View, CA, US
- LinkedIn followers
- 500 followers
About Konstantin Kolokolov
With extensive experience in applied machine learning, deep learning, and large-scale data systems, I specialize in building AI solutions that move from research concepts to production-scale impact.As a Data Scientist and Machine Learning Engineer, I design, train, and deploy advanced models and data pipelines that power intelligent products, optimize performance, and improve customer experience at scale.My work bridges research and engineering — transforming cutting-edge ideas into high-performance, reliable, and scalable systems. I’m passionate about applying the latest advances in generative and predictive AI to deliver measurable impact in real-world applications serving millions of users.Core Expertise: Applied AI & Machine Learning: Deep learning, generative AI, speech AI, computer vision, and natural language processing. Model Design & Training: LLMs, Transformers, Transducers, CNNs, RNNs, supervised, self-supervised, and reinforcement learning. Optimization & Scale: Distributed training (multi-GPU / multi-node), inference acceleration, efficient fine-tuning, and CUDA kernel optimization. Impact & Delivery: Translating research into production ML systems, driving measurable improvements in accuracy, latency, and user engagement. End-to-End Ownership: From problem definition and data strategy to deployment, monitoring, and continuous optimization. Software & Tools: Python, C++, CUDA, PyTorch, TensorFlow, K2, NVIDIA NeMo, vLLM.
Experience
Machine Learning at Amazon Agi Foundations
Feb 2025 — Present · San Francisco, CA, US
Building, training, and evaluating large language models for applied research and production deployment
Education
Lomonosov Moscow State University (MSU)
M.S., Solid State and Semiconductor Physics
Lomonosov Moscow State University (MSU) (Joint program with Copenhagen University)
Ph.D., Physics of Semiconductor Heterostructures
AESC MSU — Kolmogorov Boarding School
high school diploma, Mathematics and physics
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