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Ideapoke - Senior Data Scientist - NLP/LLM
5 months ago
Job Description :
We are looking for a Senior Data Scientist specializing in Natural Language Processing (NLP) and Large Language Models (LLM). You will lead all the processes from data collection, cleaning, and responsibilities include developing and implementing ML algorithms for text processing, data collection from diverse sources, handling unstructured data, and creating models for text summarization. Proficiency in leveraging frameworks like Hugging Face. Ability to derive meaningful insights from data and contribute to innovative solutions in the field of language processing.
Roles and Responsibilities :
- Design and implement Natural Language Processing (NLP) algorithms, leveraging Large Language Models (LLM) for text analysis and comprehension.
- Lead the collection of diverse and relevant datasets, focusing on unstructured data sources. Develop robust preprocessing pipelines to enhance data quality for model training Create advanced models for text summarization, ensuring concise and coherent representations of large volumes of textual information.
- Utilize Hugging Face frameworks and other relevant tools to train and optimize machine learning models.
- Continuously refine models for improved performance and efficiency.
- Utilize Hugging Face frameworks and other relevant tools to train and optimize machine learning models.
- Continuously refine models for improved performance and efficiency.
- Implement and integrate ChatGPT or similar conversational AI models into applications, ensuring seamless communication and user interaction.
Key Skills :
- B.E/ B.Tech / MCA in computer science or a related field
- 4+years of experience in ML Algorithms
- Proficient in NLP techniques and methodologies, with a strong foundation in LLM applications.
- Fine tuning of pre-trained models into downstream application
- Familiarity with Retrieval augmented generation (RAG) - with vector database and LLMs
- Extensive experience in collecting and handling unstructured data for machine learning purposes.
- Expertise in developing models for text summarization and natural language understanding.
- 2+year Hands on experience in Database and should have a keen understanding of data models and data warehouse concepts
- Should have good development experience in Python and AWS.
- Solid understanding of machine learning frameworks, particularly Hugging Face, for efficient model training and deployment.
- Ability to build and fine-tune conversational AI models, such as ChatGPT, for specific use cases.
- Strong analytical and problem-solving skills, with the ability to derive actionable insights from complex data sets.
- NLP techniques such as n-grams, embeddings ( word2vec, GloVe, BERT)
About @Ideapoke
Emerging Technologies | Bengaluru, India
Ideapoke is a global, start-up with offices in Bengaluru, Bay Area, Tokyo and Shanghai. Our software, search and insights power the innovation agenda of the largest Fortune 500 and Global 2000 companies worldwide.
Our growth is powered by our people and their unwavering commitment to the company- wide vision, strong work ethic and an entrepreneurial do-it-all spirit. We push the boundaries and break existing thought processes with the strong belief that innovation amplifies success in every piece of work we do and by extension, amplifying the success of our clients.
Ideapoke likes to constantly learn, grow and make a difference. Join us and be part of our story.
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