GEN AI Architect

Responsibility of / Expectations from the Role

EXP : 8 TO 10

Data mining or extracting usable data from valuable data sources.

Using machine learning tools to select features, create and optimize predictive models.

Carrying out preprocessing of structured and unstructured data

Enhancing data collection procedures to include all relevant information for developing analytic systems.

Processing, cleansing, and validating the integrity of data to be used for analysis.

Analyzing large amounts of information to find patterns and solutions.

Developing prediction systems and machine learning algorithms

Ability to use LLMs to build GenAI powered solutions.

Presenting results in a clear manner

• Propose solutions and strategies to tackle business challenges.

Collaborate with Business and IT teams.

Designing and developing machine learning and deep learning systems

Knowledge of productionizing the ML and DL applications and monitoring

Must-Have

Gen AI

Knowledge of statistical programming languages like Python

Good knowledge of machine learning algorithms

Proficiency in handling imperfections in data & generating insights and patterns.

Experience with Data Visualization Tools

Langsmith framework

Autoregressive model (Decoder : GPT / BLOOM / LLama / Mistral / Claude / CodeGen / OPT / PaLM

RAG / Multimodal Architecture using Langchain / LlamIndex

MCP Architecture

Experience in Model deployment, LLMOps, Scalability and Performance

Fine tuning of LLM

Candidate has exp. in Transformer Architecture (Encoder and decoders)

Knowledge Graph implementation (If anyone has created knowledge graph, that's good)