Data Science II-HO & SUPPORT-CVM CoE - Corporate Centre of Excellence
Location: Bangalore, Karnataka, India
Core Data Science Skills:
- Expert-level proficiency in statistical methods, hypothesis testing, and experimental design
- Deep understanding of machine learning algorithms, including supervised, unsupervised, and reinforcement learning
- Strong foundation in probability theory, linear algebra, and mathematical optimization
Generative AI Specialization:
- Proven experience with Large Language Models (LLMs) including GPT, BERT, T5, and similar architectures
- Hands-on experience with audio synthesis technologies (e.g., WaveNet, Tacotron, VALL-E)
- Expertise in image generation models (e.g., Stable Diffusion, DALL-E, GANs, VAEs)
- Experience with video generation and manipulation techniques
- Working knowledge of multimodal AI systems and cross-modal learning
Technical Implementation:
- Proficiency in Python and relevant ML libraries (PyTorch, TensorFlow, Hugging Face, scikit-learn)
- Experience with MLOps tools and practices (MLflow, Weights & Biases, Kubeflow)
- Knowledge of cloud platforms (AWS, GCP, Azure) and containerization (Docker, Kubernetes)
- Familiarity with distributed computing frameworks (Ray, Dask, Spark)
Evaluation & Benchmarking:
- Expert knowledge in AI model evaluation methodologies and metrics such as Ragas
- Experience with benchmark datasets and evaluation frameworks (BLEU, ROUGE, FID, IS, CLIP Score)
- Proficiency in statistical analysis and performance measurement tools
- Understanding of bias detection and fairness evaluation in AI systems
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