Data Science Specialist AI ML NLP-Senior
Pune, India
Applications have closed
Bosch Group
Moving stories and inspiring interviews. Experience the meaning of "invented for life" by Bosch completely new. Visit our international website.Job Description
Responsibilities
- Design, develop, test, and deploy Machine Learning models using state-of-the-art algorithms with a strong focus on language models.
- Good knowledge of advanced statistical methods. Mine and analyze data, applying statistical methods as necessary, pertaining to customers’ discovery, and viewing experiences to identify critical product insights.
- Experience in creating statistical models and/or optimization frameworks for improving processes/products/profits
- Interact with our research team and with key partners in the market to build end-to-end AI/ML/NLP solutions: Conversational AI, document understanding
- Mine and analyze data, applying statistical methods as necessary, pertaining to customers’ discovery, and viewing experiences to identify critical product insights.
- Proactively develop new metrics and studies to quantify the value of different aspects of product.
- Drive efforts to enable product and engineering leaders to share your knowledge and insights through clear and concise communication, education, and data visualization.
- Translate analytic insights into concrete, actionable recommendations for business or product improvement.
- Build and improve reusable tools & modelling pipelines and support knowledge sharing across several teams.
- Define and deploy best practices in Machine Learning & MLOps, mentor and teach colleagues.
- Partner closely with product and engineering leaders throughout the lifecycle of project.
Job Description
- 5 to 8 years of experience as Data Scientist
- Proven track record and experience with statistical modeling/data mining algorithms such as
- Multivariate Regression, Logistic Regression, clustering algorithms, Support Vector Machines, Decision Trees etc
- Machine learning, deep learning, graph mining.
- DOE, Forecasting, Segmentation, Uncertainty Analysis etc.
- Data Mining i.e. Text Mining, Classification Methods – SVM, NN, etc
- Vector Space model for Unstructured Text
- Sentiment Analysis, Association Mining, Semantic Analysis
- Good knowledge of advanced statistical methods. Experience working with Text Data using transformer-based model
- Experience in creating statistical models and/or optimization frameworks for improving processes/products/profits
- Expertise with one of the following scripting languages:
- Python, R, Tensorflow, Keras, Pytorch
- OpenNLP, CoreNLP, WordNet, NLTK, SpaCy, Gensim, Large Language Models, Knowledge Graphs
- Good and experience of machine learning algorithms and ability to apply them in supervised and un-supervised NLP tasks.
- Knowledge of NLP algorithms that can handle various NLP tasks such as intent recognition, entity extraction, language modeling, text classification, question answering, text summarization, topic modeling and so on.
- Experience building and fine-tuning Language Models (LMs), such as BERT, ELMo, XLNet etc to solve bespoke NLP tasks.
- Tech savy and willing to work with open-Source Tools
- Should have independently handled a project technically and provided directions to the other Team Members. Able to lead the project independently.
- Experience in turning ideas into actionable designs. Able to persuade stakeholders and champion effective techniques through development.
- Strong interpersonal and communication skills: ability to tell a clear, concise, actionable story with data, to folks across various levels of the company.
- Good to have foundational knowledge on Cloud, API frameworks like Flask, Fast API
- Prior experience working on Mobility or Healthcare domain will be a plus
Additional information
A Master’s or PhD is preferred (Computer Science / Machine Learning/ Mechanical, etc) from tier 1 institutions. If Bachelors, Machine Learning or Computer Science specialization only
Qualifications
Qualifications
B.E/B.Tech
Additional Information
Additional information
5 to 8 years of experience as Data Scientist
* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰
Tags: APIs BERT Classification Clustering Computer Science Conversational AI Data Mining Data visualization Deep Learning Engineering Flask Keras LLMs Machine Learning ML models MLOps NLP NLTK Open Source PhD Pipelines Python PyTorch R Research Semantic Analysis spaCy Statistical modeling Statistics TensorFlow Topic modeling XLNet
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