Machine Learning Engineer III

2 days ago


belgaum, India LatentForce Full time

Machine Learning Engineer III – LLM Training (RL + PEFT)On-site, BangaloreLatentForceAbout the RoleWe are building specialized LLMs that understand and reason over massive enterprise codebases. This is real model training — RL loops, PEFT, verifiable rewards, long-context modeling — not API integration. You'll own end-to-end experimentation and work directly with founders.Responsibilities- Train LLMs using RL (PPO/GRPO/RLHF/RLVR) and PEFT (LoRA, QLoRA, DoRA, IA3).- Build custom training loops with PyTorch, HuggingFace, TRL, Unsloth.- Design reward functions and verifiers for code-understanding tasks.- Run full-stack ML experiments: data → training → eval → iteration.- Develop scalable training infra (FSDP/DeepSpeed, distributed training).- Build evaluation suites for reasoning and code comprehension.Minimum Qualifications- 3+ years of real deep learning experience (actual model training).- Strong fundamentals: linear algebra, probability, optimization, statistics.- Proven experience training transformers or large DNNs from scratch or checkpoints.- Proficiency in PyTorch, HuggingFace, TRL, Unsloth.- Experience implementing RL algorithms or custom training pipelines.- Research exposure (publications/preprints) or strong open-source work.- Ability to debug training issues (NaNs, KL drift, reward hacking, etc.).- Startup mindset; comfortable with fast, on-site, high-performance execution.Nice to Have- DeepSpeed/FSDP, model parallelism, vLLM.- Program analysis / AST tooling.- Long-context modeling experience.Why Join Us- Build specialized LLMs at a well-funded early-stage company.- Direct work with founders; high ownership and technical depth.- High-impact role shaping core training architecture.Apply here: https://forms.gle/KUyohXyBjbU8gFC69



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