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Python Java SQL Databricks Snowflake Conversational Analytics Natural Language Processing Metadata Management Data Catalogs Agentic Querying Semantic Layers Contextual Consistency CI/CD AWS Azure GCP MLOps Kubernetes Terraform +14 more Show less

Python TensorFlow PyTorch Scikit-learn OpenAI API AWS Azure Google Cloud Platform Docker Kubernetes NLP GANs VAEs RAG MLOps CI/CD Prometheus Grafana +13 more Show less

Python PyTorch CI/CD Kubernetes AWS Docker Git PostgreSQL Responsible AI Semantic Modeling Transformer Architectures GPU Development Agentic AI Systems Version Control Code Review Testing MLOps +12 more Show less

Python scikit-learn TensorFlow PyTorch machine learning feature engineering statistical analysis model monitoring ML operations MLOps generative AI large language models communication skills team management stakeholder management scalable system architectures regulatory compliance financial services capital markets AI/ML lifecycle管理 自动化 可重复性 +17 more Show less

Python SQL PySpark Apache Spark Scikit-Learn TensorFlow PyTorch Keras Jupyter Lab Tableau Shapley Analysis Shell scripting Bash scripting GitHub Bitbucket NLP TF-IDF ARIMA SARIMA Regression techniques Classification methods Ensemble Methods Clustering Dimensionality Reduction Logistic Regression Decision Tree Random Forest Support Vector Machine Naive Bayes K-Nearest Neighbors Neural Network RNN LSTM CNN +29 more Show less

Python PyTorch TensorFlow LangChain LlamaIndex Semantic Kernel APIs prompt orchestration agent development patterns retrieval-augmented generation evaluation frameworks observability tools cloud ML platforms containers Kubernetes Docker CI/CD version control code review practices documentation operational monitoring +16 more Show less

Python Supervised Learning Unsupervised Learning Feature Engineering Hyperparameter Optimization Neural Networks Convolutional Neural Networks Recurrent Neural Networks Long Short-Term Memory Transformers Open Source Embedding Models Tokenization Named Entity Recognition Semantic Search Topic Modeling Prompt Engineering System Prompt Design Retrieval-Augmented Generation RAG Instruction Fine-Tuning Parameter-Efficient Fine-Tuning Multi-adapter Architectures Domain Adaptation Synthetic Data Generation Dense Retrieval Sparse Retrieval Hybrid Search Embedding-based Semantic Search Precision Recall F1 Score Mean Reciprocal Rank MRR Normalized Discounted Cumulative Gain NDCG SQUAD Metrics Exact Match Perplexity Multi-class Evaluation Multi-label Evaluation Latency Profiling Human-in-the-loop Evaluation Distributed Training Data Parallel Fully Sharded Data Parallel Mixed Precision Training Multi-GPU Scaling KV Caching Semantic Caching Distributed Inference Quantization Low-latency API Design Snowflake Databricks Sagemaker +50 more Show less

AWS SageMaker Python Machine Learning Distributed Computing Multi-Agent Systems Cloud Platforms CI/CD Autonomous Agents Financial Services Risk Management Software Engineering Experiment Design Mentorship +9 more Show less