AI/ ML Engineer

Onix


Date: 3 days ago
City: Pune, Maharashtra
Contract type: Full time
Job Title: AI/ML Engineer

Experience Level: 3-6 years

Location: Pune

Type: Full-Time

Job Summary

We are looking for a dynamic and innovative AI/ML Engineer with expertise in Generative AI and hands-on experience in GCP or other cloud platforms. The ideal candidate will have proven experience in developing, training, fine-tuning, and deploying advanced AI/ML models. You will play a pivotal role in building scalable, production-ready solutions involving large datasets, NLP techniques, and cutting-edge frameworks such as LangChain, Retrieval-Augmented Generation (RAG), and REACT (Retrieve, Extract, Adapt, Construct, Think).

This role requires a solid foundation in Python, SQL, and AI/ML development pipelines, combined with a passion for solving real-world problems using AI.

Roles & Responsibilities

  • Model Development & Training
    • Design, train, and fine-tune AI/ML models, especially Generative AI and Large Language Models (LLMs), to address specific use cases.
    • Build conversational AI solutions and chatbots using frameworks such as LangChain, RAG (Retrieval-Augmented Generation), and Chain-of-Thought (COT) prompting.
    • Apply advanced techniques, including embeddings, fine-tuning, and custom prompting strategies.
    • Incorporate REACT (Retrieve, Extract, Adapt, Construct, Think) methods to enhance model capabilities.
    • Develop scalable AI solutions to integrate seamlessly into production environments.
  • Data Handling
    • Manage large-scale datasets for AI/ML applications, ensuring data quality, transformation, and normalization.
    • Conduct data analysis, preprocessing, and munging to extract valuable insights.
    • Implement scalable data engineering workflows for model development and production.
  • Cloud AI/ML Deployment
    • Deploy, manage, and optimize AI models on Google Cloud Platform (GCP) (or other cloud platforms like AWS/Azure).
    • Leverage GCP services such as Vertex AI, BigQuery, Cloud Functions, and Dataflow for AI workflows.
  • Collaboration & Solutioning
    • Collaborate with cross-functional teams, including product managers, data scientists, and software engineers, to deliver AI-driven solutions.
    • Integrate models with client-facing applications, ensuring end-to-end implementation.
    • Support scalable development through Docker for containerization (a plus).
  • Continuous Improvement
    • Stay updated with the latest advancements in AI, ML, and Generative AI frameworks, tools, and methodologies.
    • Proactively learn new technologies and apply them to improve processes and solutions.
  • Web Scraping (Optional but Preferred)
    • Implement web scraping solutions to gather data from unstructured sources for model training and validation.
Required Skills & Qualifications

  • 3-6 years of experience in AI/ML model development, training, and fine-tuning.
  • Strong programming skills in Python and SQL.
  • Hands-on experience with Generative AI, LLMs, and NLP techniques.
  • Experience working with LangChain, RAG frameworks, and advanced prompting strategies.
  • Proficiency in embeddings and fine-tuning models for specific tasks.
  • Strong understanding of machine learning algorithms and statistical analysis.
  • Experience working with large datasets and scalable data processing workflows.
  • Hands-on experience with GCP (Vertex AI, BigQuery) or other cloud platforms (AWS/Azure).
  • Knowledge of Docker for deployment and containerization.
  • Solid skills in data cleaning, transformation, and normalization for data integrity.

Preferred Skills

  • Familiarity with Reinforcement Learning from Human Feedback (RLHF).
  • Understanding of COT (Chain-of-Thought) prompting.
  • Proficiency in REACT (Retrieve, Extract, Adapt, Construct, Think) frameworks.
  • Experience in web scraping techniques.

Key Attributes

  • Strong analytical and problem-solving abilities.
  • Ability to work independently as well as collaboratively in a team environment.
  • Excellent communication skills to interact with stakeholders and cross-functional teams.
  • Proactive attitude to learn and adopt new AI technologies and frameworks.

Why Join Us?

  • Opportunity to work on cutting-edge AI/ML solutions.
  • Collaborative and innovative work culture.
  • Access to state-of-the-art tools, frameworks, and GCP resources.
  • Growth opportunities with a focus on professional development in AI/ML.

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