Data Scientist

Fa Ewjt Saasfaprod1; Bengaluru; Vor Ort; INR 1.200.000 - 2.400.000; Vollzeit

Zusammenfassung

Fa Ewjt Saasfaprod1 seeks an NLP/Data Scientist in Bengaluru, with 3+ years of data science and ML model building experience. You will work on NLP pipelines, RAG, embeddings, and cloud-based AI deployments, collaborating with cross-functional teams.

You will develop Generative AI solutions, fine-tune models, work with Py/Data science stack (Python, NumPy, Pandas, Scikit-learn), and leverage AWS/Azure/Databricks. Strong communication required.

Qualifikationen

• Bachelor's or Master's in a quantitative field or equivalent experience.
• 3+ years of data science and hands-on ML model building.
• Strong NLP knowledge from traditional models to modern LLMs and finetuning.
• Knowledge of advanced RAG pipelines with embeddings, indexing, chunking, reranking, prompts, evaluation.
• Excellent Python skills; NumPy, Pandas, Scikit-learn, Jupyter familiarity.
• SQL experience with SQL Server and Spark preferred.
• Knowledge of ML and DL algorithms including neural networks.
• NLP and text analytics for information extraction and topic modeling.
• Excellent communication; thrives in a fast-paced environment.
• Experience with cloud platforms like Azure, AWS, Databricks.

Aufgaben

• 3+ years of experience as NLP and Python developer.
• Experience with Pandas, NumPy, Scikit, NLP essential.
• Fundamentals in OO design, data structures and systems.
• Integrate multiple data sources into a single system.
• Familiar with testing tools.
• Collaborate on projects and work independently when required.
• Working knowledge of GitHub and Jira.
• Document requirements and specifications.
• Develop and maintain Python-based apps in Generative AI for performance and scalability.
• Implement and optimize Generative AI models (GPT, LLAMA, Mistral, FLAN-T5) and other AI tech.
• Develop advanced RAG pipelines with embeddings, indexing, chunking, reranking, prompts and evaluation.
• Collaborate with cross-functional teams to integrate AI functionalities.
• Utilize AWS/Azure/Databricks GPUs to maximize performance.
• Stay updated on Generative AI and cloud services to enhance capabilities.
• Assist delivery leads in delivering Generative AI solutions.

Kenntnisse

Data science

NLP

Python programming

Communication

Problem-solving

Cloud platforms

Ausbildung

Bachelor's/Master's in quantitative field

Tools

Pandas

NumPy

Scikit-learn

Jupyter

SQL Server

Spark

GitHub

Jira

Databricks

Azure

AWS

Jobbeschreibung

Required Skills and Experience:

• Bachelor's or Master's degree in a quantitative field (CS, machine learning, mathematics, statistics) or equivalent experience.
• 3+ years of experience in data science, building hands-on ML models.
• Candidate must be aware of entire evolution history of NLP (Traditional Language Models to Modern Large Language Models), training data creation, training set-up and finetuning
• Knowledge of advanced RAG pipelines with proper embeddings, indexing, chunking, reranking, prompts and evaluation
• Excellent programming skills in Python. Strong working knowledge of Pythons numerical, data analysis, or AI frameworks such as NumPy, Pandas, Scikit-learn, Jupyter, etc
• SQL skills with SQL Server and Spark experience is preferred but not necessary.
• Knowledge of predictive/prescriptive analytics including Machine Learning algorithms (Supervised and Unsupervised) and deep learning algorithms and Artificial Neural Networks
• Experience with Natural Language Processing (NLTK) and text analytics for information extraction, parsing and topic modeling.
• Excellent verbal and written communication. Strong troubleshooting and problem-solving skills. Thrive in a fast-paced, innovative environment
• Experience with cloud platforms such as Azure, AWS, Databricks is preferred

Key Responsibilities:

• 3+ years of experience as a NLP and Python developer.
• Experience with Pandas, NumPy, Scikit, NLP a must have
• Key fundamentals in object-oriented design, data structures and systems.
• Ability to integrate multiple data sources into a single system.
• Familiarity with testing tools.
• Ability to collaborate on projects and work independently when required.
• Working knowledge of GitHub and Jira
• Ability to document requirements and specifications.
• Develop and maintain advanced Python-based applications in the Generative AI domain, ensuring high performance, reliability, and scalability.
• Implement and optimize Generative AI models, including GPT, LLAMA, Mistral, FLAN T5 and other cutting-edge AI technologies, to create innovative solutions and knowledge graph.
• Development of advanced RAG pipelines with proper embeddings, indexing, chunking, reranking, prompts and evaluation
• Collaborate with cross-functional teams to integrate AI functionalities into broader systems and applications.
• Utilize AWS/Azure/Databricks GPU machines to manage GPU memory effectively, maximizing performance and efficiency.
• Stay updated on the latest advancements in Generative AI, Python development practices and cloud services to continually enhance our AI capabilities.
• Assist delivery leads in delivering Generative AI solutions to clients in a timely manner, ensuring client satisfaction and project success.

Bachelor's/Master's in Engineering 2-5 years