Data Scientist
Bangun model machine learning untuk mengidentifikasi tren dan wawasan bisnis
Sebagai Data Scientist di Bosch, Anda akan mengembangkan model machine learning untuk mengidentifikasi tren dan wawasan bisnis. Anda akan bekerja dengan data teks menggunakan model berbasis transformer dan mengoptimalkan arsitektur deep learning untuk tugas Computer Vision dan NLP. Kerja ini dilakukan dalam tim yang menggunakan teknologi Generative AI dan Large Language Models.
Kenapa Menarik?
Anda akan bekerja dengan teknologi Generative AI terbaru dan Large Language Models.
Tanggung Jawab Utama
- Mengembangkan model machine learning untuk mengidentifikasi tren dan wawasan bisnis
- Melakukan data collection, preprocessing, feature engineering, dan exploratory data analysis
- Mengoptimalkan arsitektur deep learning untuk tugas Computer Vision dan NLP
- Mengembangkan model machine learning supervised dan unsupervised
- Menggunakan scripting languages seperti Python, R, Tensorflow, Keras, dan PyTorch
Persyaratan
- Pernah mengembangkan solusi Generative AI selama 2-3 tahun
- Memiliki pengalaman 5-8 tahun sebagai Data Scientist atau GenAI specialist
- Memiliki pengalaman dengan Large Language Models seperti Llama, Gemma, Mixtral, dan lainnya
- Memiliki kemampuan dalam prompt engineering, tuning, dan fine-tuning LLM
- Memiliki pengalaman dengan scripting languages seperti Python, R, Tensorflow, Keras, dan PyTorch
Skills Wajib
Lihat Deskripsi Asli dari SmartRecruiters
Deskripsi asli dari SmartRecruiters
Job Description Education and Work Experience Requirements: 5 to 8 years of experience as Data Scientist or GenAI specialist 2 to 3 years of experience in Generative AI solution development· Proven track record and experience with with GenAI technologies Open source LLMs like Llama, Gemma, Mixtral etc o Closed source LLMs such as Open AI GPT, Azure Open AI, Claude, Gemini etcPrompt Engineering/Tuning, RAG, RAFT, LLM finetuning such as PEFT(LoRA, QLoRA ..) Understand business problems and translate them into AI/ML solutions. Perform data collection, preprocessing, feature engineering, and exploratory data analysis. Build statistical models to identify trends, correlations, and business insights. Develop supervised and unsupervised machine learning models. Design and optimize deep learning architectures for Computer Vision and NLP tasks. Understanding of SLMs such as Phi3, BERT and Transformer architectureo Vector databases like Pincone, Qdrant etc.· Good knowledge of advanced statistical methods. Experience working with Text Data using transformer-based model· Expertise with the following scripting languages:o Python, R, Tensorflow, Keras, Pytorcho 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, Swagger/Postman tools· Prior experience working on Mobility or Healthcare domain will be a plus Mandatory Skills: Design, develop, test, and deploy Machine Learning models using state-of-the-art algorithms with a strong focus on language models.· Strong understanding of LLMs, and associated technologies like RAG, Agents, VectorDB and Guardrails· Hand-on experience in GenAI frameworks like LlamaIndex, Langchain, Autogen, etc.· Experience in cloud services like Azure, GCP and AWS· 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 and QnA.· 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 BE,BTech,MCA or PHD 5-8 years
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