Hi, I'm Pratham
Data Scientist with 2+ years of experience shipping production ML systems, NLP pipelines, and computer vision solutions on cloud-native infrastructure (AWS, EKS, Docker). I translate business problems into deployed AI products — and mentor the next generation of engineers along the way.
Featured Projects
View all →AI-Powered Meeting Analyser
NLP-powered meeting analysis platform that automates transcription, summarization, and action item extraction, saving 3+ hours weekly per user.
ForesightBench
A benchmark framework for evaluating how well language models can create structured plans and faithfully execute them step-by-step.
No-Code ML Platform
Enterprise-grade no-code ML platform with time series forecasting module, reducing baseline model development time by 80% for forecasting workflows.
Latest Posts
Read all →X-Token: Cross-Tokenizer Knowledge Distillation from Scratch
Building cross-tokenizer distillation from the ground up — why per-position KL breaks across tokenizers, DP span alignment, the chain-rule chunk merge, the projection matrix W, and two complementary losses (P-KL and H-KL) — with a full proof of GOLD's suppressive gradient and one running 2+3 example derived step by step.
DeepSeek-V4 Hybrid Attention: CSA and HCA from Scratch
Building the long-context attention of DeepSeek-V4 from the ground up — dual KV streams, overlapping softmax compression, the lightning indexer, top-$k$ sparse selection, and heavier compression — all derived step by step on a six-token example.
Prefill-as-a-Service: How KVCache Goes Cross-Datacenter
Deriving PrfaaS-PD from the ground up — why the KVCache transfer bandwidth wall confines PD disaggregation to a single RDMA island, how hybrid attention lowers the KV throughput enough to cross that wall, the selective offloading principle, the three-stage producer-consumer throughput model, the optimality conditions for routing threshold and prefill/decode ratio, and the dual-timescale scheduler — all derived step by step with one tiny two-cluster deployment.
Let's work together
I'm always open to discussing new projects, creative ideas, or opportunities to be part of your vision.
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