NeuralMetrics

Machine Learning Engineer - Data Modeling

Hyderabad, TS, IN

3 months ago
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Summary

Overview

Machine Learning Engineer with a focus on Gen AI & LLMs, proficiency in frameworks like TensorFlow and PyTorch, and hands-on experience with LangChain. Knowledge of model performance monitoring tools, a problem-solving mindset, and strong communication skills are essential for success in this role.

Key Responsibilities

  • Lead the training, fine-tuning, and validation of Language Models (LLMs) tailored for web applications.
  • Deploy and optimize trained models to web-based inference endpoints, ensuring swift responses and high uptime.
  • Continuously monitor the real-time performance of models on the web, making necessary adjustments to maintain desired accuracy.
  • Stay abreast of advancements in LLMs, focusing on techniques like prompt engineering, PEFT, LORA, and SFT tailored for web contexts.
  • Utilize the LangChain framework for developing applications powered by language models, ensuring seamless integration with data sources and enabling the model to interact with its environment.
  • Implement and manage LangChain's modular abstractions and use-case specific chains for optimal language model application.
  • Uphold strict data privacy and security standards during web-based model deployments.
  • Collaborate with the Full Stack Development team to ensure smooth integration of models into web platforms.

Qualifications

  • Solid experience as a Machine Learning Engineer, with a focus on Gen AI & LLMs suitable for web environments.
  • Proficiency in prominent machine learning frameworks, notably TensorFlow and PyTorch.
  • Proven track record of training, fine-tuning, and deploying LLMs optimized for web platforms.
  • Deep comprehension of advanced techniques like prompt engineering, PEFT, LORA, and SFT in web contexts.
  • Hands-on expertise with the LangChain framework, including its modular abstractions and use-case specific chains for language model application.
  • Acquaintance with tools and practices for monitoring model performance and metrics on the web.
  • An innovative problem-solving mindset, combined with a flair for optimization.
  • Outstanding communication capabilities and a teamwork-oriented attitude.

Exp : 5-7 years

(ref:hirist.tech)

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