Gen ai architect

6 days ago


Pune, India Tata Consultancy Services Full time

Responsibility of / Expectations from the RoleEXP :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 Gen AI 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 monitoringMust-Have- Gen AI · Experience in LLMs, Embedding Models, Prompt Engineering- Knowledge of statistical programming languages like Python · Good applied statistical skills- Good knowledge of machine learning algorithms- Proficiency in handling imperfections in data & generating insights and patterns.- Experience with Data Visualization Tools · Fine tuning of LLM · Evaluation Framework (RAGAS, ROUGE, BLUE Scrore) · Autoencoding model (Encoder: ROBERTA/ BERT/ Distil BERT)- Langsmith framework- Autoregressive model (Decoder: GPT/ BLOOM/ LLama/ Mistral/ Claude/ Code Gen/ OPT/ Pa LM- RAG/Multimodal Architecture using Langchain/ Llam Index- MCP Architecture · Experience Agentic AI Framework ( Crew AI, Auto Gen, Lang Graph, Google AVD etc. )- Experience in Model deployment, LLMOps, Scalability and Performance- Fine tuning of LLM · AI ML exp.- Candidate has exp. in Transformer Architecture (Encoder and decoders)- Knowledge Graph implementation (If anyone has created knowledge graph, that's good)


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