19 Aug
|
solve IT consultant
|
India
19 Aug
solve IT consultant
India
Role: Senior AI/ML Model Development Engineer
Location: Remote
Type: Fulltime
Position Overview
We are seeking an experienced Senior AI/ML Model Development Engineer to lead core
machine learning model design, training, and algorithmic development to solve complex
enterprise problems. Unlike traditional software application engineering or prompt wrappers, this
role focuses on hands-on model engineering, architecture selection, fine-tuning, unsupervised
learning, reinforcement learning, and custom algorithm design. You will own the full model
lifecycle—from exploratory data analysis and custom feature engineering to deep model
training, evaluation, optimization, and production deployment.
Key Responsibilities
Core Model Development & Algorithmic Engineering
● Algorithm Design & Custom Model Training: Design, build, train, and evaluate
tailored machine learning models using supervised, unsupervised, and reinforcement
learning techniques to address domain-specific challenges.
● Beyond Wrappers & Prompts: Go beyond high-level APIs to perform hands-on model
architecture customization, loss function modification, pre-training, and fine-tuning (e.g.,
LoRA, QLoRA) on custom datasets.
● Unsupervised & Reinforcement Learning: Develop advanced unsupervised models
for pattern discovery, clustering, and anomaly detection, as well as RL/RLHF
frameworks to align model outputs with business objectives.
Model Training, Optimization & MLOps
● Model Training Pipelines: Construct distributed model training pipelines using
frameworks such as PyTorch, TensorFlow, or JAX across high-performance compute
clusters.
● Hyperparameter & Loss Optimization: Systematically perform hyperparameter tuning,
model quantization, pruning, and distillation to achieve target accuracy, low latency, and
compute cost efficiency.
● Evaluation & Ground-Truth Testing: Establish rigor around model validation,
monitoring model drift, bias/hallucination analysis, and building automated benchmark
datasets.
Problem
📌 Senior AI/ML Model Development Engineer (India)
🏢 solve IT consultant
📍 India