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## 🎓 Pragmatic AI Labs | Join 2M+ ML Engineers

### Pragmatic AI Labs Specializations

📚 **[Next-Gen AI Development with Hugging Face](https://www.coursera.org/specializations/hugging-face-ai-development)**
* [Hugging Face Hub and Ecosystem Fundamentals](https://www.coursera.org/learn/hugging-face-hub-fundamentals)
* [Fine-Tuning Transformers with Hugging Face](https://www.coursera.org/learn/fine-tuning-transformers-with-hugging-face)
* [Large Language Models with Hugging Face](https://www.coursera.org/learn/llms-hugging-face)
* [Advanced Fine-Tuning in Rust](https://www.coursera.org/learn/advanced-fine-tuning-hugging-face)
* [Production ML with Hugging Face](https://www.coursera.org/learn/production-ml-with-hugging-face)

📚 **[Enterprise AI and Data Engineering with Databricks](https://www.coursera.org/specializations/enterprise-ai-data-engineering-databricks)**
* [Databricks Lakehouse Fundamentals](https://www.coursera.org/learn/databricks-lakehouse-fundamentals)
* [Data Engineering with Delta Lake on Databricks](https://www.coursera.org/learn/data-engineering-with-delta-lake-on-databricks)
* [Machine Learning with Databricks and MLflow](https://www.coursera.org/learn/machine-learning-with-databricks-and-mlflow)
* [Generative AI and LLMs on Databricks](https://www.coursera.org/learn/generative-ai-and-llms-on-databricks)
* [Production Governance and MLOps on Databricks](https://www.coursera.org/learn/production-governance-and-mlops-on-databricks)

📚 **[AI Tooling](https://www.coursera.org/specializations/ai-tooling)**
* [AWS Generative AI and Foundation Models](https://www.coursera.org/learn/aws-generative-ai-and-foundation-models)
* [AWS Intelligent Applications with Amazon Bedrock](https://www.coursera.org/learn/aws-intelligent-applications-with-amazon-bedrock)
* [Prompt Architecture and NLP on Amazon Bedrock](https://www.coursera.org/learn/bedrock)
* [AI Orchestration: From local models to cloud](https://www.coursera.org/learn/ai-orchestration-from-local-models-to-cloud)
* [Enterprise AIOps with Amazon Q Business](https://www.coursera.org/learn/enterprise-aiops-with-amazon-q-business)
* [AI Security and Governance on AWS](https://www.coursera.org/learn/ai-security-and-governance-on-aws)
* [AI-Powered Analytics and Performance Engineering](https://www.coursera.org/learn/ai-powered-analytics-and-performance-engineering)
* [CLI Automation with Amazon Q and CloudShell](https://www.coursera.org/learn/cli-automation-with-amazon-q-and-cloudshell)
* [Deterministic LLM programming](https://www.coursera.org/learn/deterministic-llm-programming)
* [Agentic AI: Actor Models and Subagent Architecture](https://www.coursera.org/learn/actor)
* [AI Debugging and Test-Driven fixes](https://www.coursera.org/learn/ai-debugging)
* [Multi-modal AI](https://www.coursera.org/learn/multi-modal-ai)
* [Privacy-Conscious Development with AI Assistants](https://www.coursera.org/learn/privacy-conscious-development-with-ai-assistants)
* [AI-Powered Data Pipelines with Deno](https://www.coursera.org/learn/ai-powered-data-pipelines-with-deno)
* [Building deterministic MCP Agents](https://www.coursera.org/learn/building-deterministic-mcp-agents)
* [Conversational Bot Architecture with Rust and Deno](https://www.coursera.org/learn/conversational-bot-architecture-with-rust-and-deno)
* [AI Code Review Automation with GitHub Actions](https://www.coursera.org/learn/ai-code-review-automation-with-github-actions)
* [LLM Security and Vulnerabilities](https://www.coursera.org/learn/llm-security-and-vulnerabilities)
* [Build a Production SaaS Application with AI](https://www.coursera.org/learn/build-a-production-saas-application-with-ai)
* [AI Tooling Capstone: Serverless Multi-Model Systems](https://www.coursera.org/learn/ai-tooling-capstone-serverless-multi-model-systems)

📚 **[Mastering GitHub](https://www.coursera.org/specializations/github)**
* [GitHub: From Zero to Pull Request](https://www.coursera.org/learn/github-zero)
* [GitHub: Codespaces, Actions, and Ecosystem Tools](https://www.coursera.org/learn/codespaces)
* [GitHub Enterprise Administration](https://www.coursera.org/learn/github-enterprise-administration)
* [GitHub: Advanced Prompt Engineering for Code](https://www.coursera.org/learn/github-advanced-prompt-engineering-for-code)
* [GitHub Production Applications](https://www.coursera.org/learn/github-production-applications)
* [GitHub: Governing AI-Generated Code](https://www.coursera.org/learn/github-governing-ai-generated-code)
* [GitHub: Security, Identity, and Access](https://www.coursera.org/learn/github-security-identity-and-access)
* [GitHub: Evaluating and Integrating AI Models](https://www.coursera.org/learn/github-evaluating-and-integrating-ai-models)
* [GitHub: AI-Augmented Testing and Refactoring](https://www.coursera.org/learn/github-ai-augmented-testing-and-refactoring)

### Duke University Specializations

📚 **[Building Cloud Computing Solutions at Scale](https://www.coursera.org/specializations/building-cloud-computing-solutions-at-scale)**
* [Cloud Computing Foundations](https://www.coursera.org/learn/cloud-computing-foundations-duke)
* [Cloud Virtualization, Containers and APIs](https://www.coursera.org/learn/cloud-virtualization-containers-api-duke)
* [Cloud Data Engineering](https://www.coursera.org/learn/cloud-data-engineering-duke)
* [Cloud Machine Learning Engineering and MLOps](https://www.coursera.org/learn/cloud-machine-learning-engineering-mlops-duke)

📚 **[MLOps | Machine Learning Operations](https://www.coursera.org/specializations/mlops-machine-learning-duke)**
* [Python Essentials for MLOps](https://www.coursera.org/learn/python-mlops-duke)
* [DevOps, DataOps, MLOps](https://www.coursera.org/learn/devops-dataops-mlops-duke)
* [MLOps Tools: MLflow and Hugging Face](https://www.coursera.org/learn/mlops-mlflow-huggingface-duke)
* [MLOps Platforms: Amazon SageMaker and Azure ML](https://www.coursera.org/learn/mlops-aws-azure-duke)

📚 **[Rust Programming](https://www.coursera.org/specializations/rust-programming)**
* [Rust Fundamentals](https://www.coursera.org/learn/rust-fundamentals)
* [Data Engineering with Rust](https://www.coursera.org/learn/data-engineering-rust)
* [Rust for DevOps](https://www.coursera.org/learn/rust-for-devops)
* [Python and Rust with Linux Command Line Tools](https://www.coursera.org/learn/python-rust-linux)
* [Rust for Large Language Model Operations (LLMOps)](https://www.coursera.org/learn/rust-llmops)

📚 **[Large Language Model Operations (LLMOps)](https://www.coursera.org/specializations/large-language-model-operations)**
* [Introduction to Generative AI](https://www.coursera.org/learn/intro-gen-ai)
* [Operationalizing LLMs on Azure](https://www.coursera.org/learn/llmops-azure)
* [Advanced Data Engineering](https://www.coursera.org/learn/advanced-data-engineering)
* [GenAI and LLMs on AWS](https://www.coursera.org/learn/genai-llm-aws)
* [Databricks to Local LLMs](https://www.coursera.org/learn/databricks-to-local-llms)
* [Open Source LLMOps Solutions](https://www.coursera.org/learn/open-source-llmops-solutions)

📚 **[Applied Python Data Engineering](https://www.coursera.org/specializations/python-data-engineering)**
* [Spark, Hadoop, and Snowflake for Data Engineering](https://www.coursera.org/learn/spark-hadoop-snowflake-data-engineering)
* [Virtualization, Docker, and Kubernetes for Data Engineering](https://www.coursera.org/learn/virtualization-docker-kubernetes-data-engineering)
* [Data Visualization with Python](https://www.coursera.org/learn/data-visualization-python)

📚 **[Python, Bash and SQL Essentials for Data Engineering](https://www.coursera.org/specializations/python-bash-sql-data-engineering-duke)**
* [Python and Pandas for Data Engineering](https://www.coursera.org/learn/python-and-pandas-for-data-engineering-duke)
* [Linux and Bash for Data Engineering](https://www.coursera.org/learn/linux-and-bash-for-data-engineering-duke)
* [Scripting with Python and SQL for Data Engineering](https://www.coursera.org/learn/scripting-with-python-sql-for-data-engineering-duke)
* [Web Applications and Command-Line Tools for Data Engineering](https://www.coursera.org/learn/web-app-command-line-tools-for-data-engineering-duke)

### Guided Projects
---

## Pragmatic AI Labs Specializations

📚 **Rust Data Engineering Specialization**

* 📚 [Rust From Zero](https://www.coursera.org/learn/rust)
* 📚 [Terminal From Zero](https://www.coursera.org/learn/terminal)
* 📚 [ETL Pipelines with Rust](https://www.coursera.org/learn/etl)
* 📚 [Rust Serverless](https://www.coursera.org/learn/lambda)
* 📚 [Rust GUI From Zero](https://www.coursera.org/learn/gui)
* 📚 [Linux Desktop From Zero](https://www.coursera.org/learn/linux)
* 📚 [Zig From Zero](https://www.coursera.org/learn/zig)
* 📚 [Data Ethics](https://www.coursera.org/learn/ethical)
* 📚 [Agile With AI](https://www.coursera.org/learn/agile-with-ai)

📚 **[Next-Gen AI Development with Hugging Face Specialization](https://www.coursera.org/specializations/hugging-face-ai-development)**

* 📚 [Hugging Face Hub and Ecosystem Fundamentals](https://www.coursera.org/learn/hugging-face-hub-fundamentals)
* 📚 [Fine-Tuning Transformers with Hugging Face](https://www.coursera.org/learn/fine-tuning-transformers-with-hugging-face)
* 📚 [Large Language Models with Hugging Face](https://www.coursera.org/learn/llms-hugging-face)
* 📚 [Advanced Fine-Tuning in Rust](https://www.coursera.org/learn/advanced-fine-tuning-hugging-face)
* 📚 [Production ML with Hugging Face](https://www.coursera.org/learn/production-ml-with-hugging-face)

📚 **[Enterprise AI and Data Engineering with Databricks Specialization](https://www.coursera.org/specializations/enterprise-ai-data-engineering-databricks)**

* 📚 [Databricks Lakehouse Fundamentals](https://www.coursera.org/learn/databricks-lakehouse-fundamentals)
* 📚 [Data Engineering with Delta Lake on Databricks](https://www.coursera.org/learn/data-engineering-with-delta-lake-on-databricks)
* 📚 [Machine Learning with Databricks and MLflow](https://www.coursera.org/learn/machine-learning-with-databricks-and-mlflow)
* 📚 [Generative AI and LLMs on Databricks](https://www.coursera.org/learn/generative-ai-and-llms-on-databricks)
* 📚 [Production Governance and MLOps on Databricks](https://www.coursera.org/learn/production-governance-and-mlops-on-databricks)

📚 **[AI Tooling Specialization](https://www.coursera.org/specializations/ai-tooling)**

* 📚 [AWS Generative AI and Foundation Models](https://www.coursera.org/learn/aws-generative-ai-and-foundation-models)
* 📚 [AWS Intelligent Applications with Amazon Bedrock](https://www.coursera.org/learn/aws-intelligent-applications-with-amazon-bedrock)
* 📚 [Prompt Architecture and NLP on Amazon Bedrock](https://www.coursera.org/learn/bedrock)
* 📚 [AI Orchestration: From Local Models to Cloud](https://www.coursera.org/learn/ai-orchestration-from-local-models-to-cloud)
* 📚 [Enterprise AIOps with Amazon Q Business](https://www.coursera.org/learn/enterprise-aiops-with-amazon-q-business)
* 📚 [AI Security and Governance on AWS](https://www.coursera.org/learn/ai-security-and-governance-on-aws)
* 📚 [AI-Powered Analytics and Performance Engineering](https://www.coursera.org/learn/ai-powered-analytics-and-performance-engineering)
* 📚 [CLI Automation with Amazon Q and CloudShell](https://www.coursera.org/learn/cli-automation-with-amazon-q-and-cloudshell)
* 📚 [Deterministic LLM Programming](https://www.coursera.org/learn/deterministic-llm-programming)
* 📚 [Agentic AI: Actor Models and Subagent Architecture](https://www.coursera.org/learn/actor)
* 📚 [AI Debugging and Test-Driven fixes](https://www.coursera.org/learn/ai-debugging)
* 📚 [Multi-Modal AI](https://www.coursera.org/learn/multi-modal-ai)
* 📚 [Privacy-Conscious Development with AI Assistants](https://www.coursera.org/learn/privacy-conscious-development-with-ai-assistants)
* 📚 [AI-Powered Data Pipelines with Deno](https://www.coursera.org/learn/ai-powered-data-pipelines-with-deno)
* 📚 [Building Deterministic MCP Agents](https://www.coursera.org/learn/building-deterministic-mcp-agents)
* 📚 [Conversational Bot Architecture with Rust and Deno](https://www.coursera.org/learn/conversational-bot-architecture-with-rust-and-deno)
* 📚 [AI Code Review Automation with GitHub Actions](https://www.coursera.org/learn/ai-code-review-automation-with-github-actions)
* 📚 [LLM Security and Vulnerabilities](https://www.coursera.org/learn/llm-security-and-vulnerabilities)
* 📚 [Build a Production SaaS Application with AI](https://www.coursera.org/learn/build-a-production-saas-application-with-ai)
* 📚 [AI Tooling Capstone: Serverless Multi-Model Systems](https://www.coursera.org/learn/ai-tooling-capstone-serverless-multi-model-systems)

📚 **[Mastering GitHub Specialization](https://www.coursera.org/specializations/github)**

* 📚 [GitHub: From Zero to Pull Request](https://www.coursera.org/learn/github-zero)
* 📚 [GitHub: Codespaces, Actions, and Ecosystem Tools](https://www.coursera.org/learn/codespaces)
* 📚 [GitHub Enterprise Administration](https://www.coursera.org/learn/github-enterprise-administration)
* 📚 [GitHub: Advanced Prompt Engineering for Code](https://www.coursera.org/learn/github-advanced-prompt-engineering-for-code)
* 📚 [GitHub Production Applications](https://www.coursera.org/learn/github-production-applications)
* 📚 [GitHub: Governing AI-Generated Code](https://www.coursera.org/learn/github-governing-ai-generated-code)
* 📚 [GitHub: Security, Identity, and Access](https://www.coursera.org/learn/github-security-identity-and-access)
* 📚 [GitHub: Evaluating and Integrating AI Models](https://www.coursera.org/learn/github-evaluating-and-integrating-ai-models)
* 📚 [GitHub: AI-Augmented Testing and Refactoring](https://www.coursera.org/learn/github-ai-augmented-testing-and-refactoring)

---

## Duke University Specializations

📚 **[Building Cloud Computing Solutions at Scale Specialization](https://www.coursera.org/specializations/building-cloud-computing-solutions-at-scale)**

* 📚 [Cloud Computing Foundations](https://www.coursera.org/learn/cloud-computing-foundations-duke)
* 📚 [Cloud Virtualization, Containers and APIs](https://www.coursera.org/learn/cloud-virtualization-containers-api-duke)
* 📚 [Cloud Data Engineering](https://www.coursera.org/learn/cloud-data-engineering-duke)
* 📚 [Cloud Machine Learning Engineering and MLOps](https://www.coursera.org/learn/cloud-machine-learning-engineering-mlops-duke)

📚 **[MLOps | Machine Learning Operations Specialization](https://www.coursera.org/specializations/mlops-machine-learning-duke)**

* 📚 [Python Essentials for MLOps](https://www.coursera.org/learn/python-mlops-duke)
* 📚 [DevOps, DataOps, MLOps](https://www.coursera.org/learn/devops-dataops-mlops-duke)
* 📚 [MLOps Tools: MLflow and Hugging Face](https://www.coursera.org/learn/mlops-mlflow-huggingface-duke)
* 📚 [MLOps Platforms: Amazon SageMaker and Azure ML](https://www.coursera.org/learn/mlops-aws-azure-duke)

📚 **[Rust Programming Specialization](https://www.coursera.org/specializations/rust-programming)**

* 📚 [Rust Fundamentals](https://www.coursera.org/learn/rust-fundamentals)
* 📚 [Data Engineering with Rust](https://www.coursera.org/learn/data-engineering-rust)
* 📚 [Rust for DevOps](https://www.coursera.org/learn/rust-for-devops)
* 📚 [Python and Rust with Linux Command Line Tools](https://www.coursera.org/learn/python-rust-linux)
* 📚 [Rust for Large Language Model Operations (LLMOps)](https://www.coursera.org/learn/rust-llmops)

📚 **[Large Language Model Operations (LLMOps) Specialization](https://www.coursera.org/specializations/large-language-model-operations)**

* 📚 [Introduction to Generative AI](https://www.coursera.org/learn/intro-gen-ai)
* 📚 [Operationalizing LLMs on Azure](https://www.coursera.org/learn/llmops-azure)
* 📚 [Advanced Data Engineering](https://www.coursera.org/learn/advanced-data-engineering)
* 📚 [GenAI and LLMs on AWS](https://www.coursera.org/learn/genai-llm-aws)
* 📚 [Databricks to Local LLMs](https://www.coursera.org/learn/databricks-to-local-llms)
* 📚 [Open Source LLMOps Solutions](https://www.coursera.org/learn/open-source-llmops-solutions)

📚 **[Applied Python Data Engineering Specialization](https://www.coursera.org/specializations/python-data-engineering)**

* 📚 [Spark, Hadoop, and Snowflake for Data Engineering](https://www.coursera.org/learn/spark-hadoop-snowflake-data-engineering)
* 📚 [Virtualization, Docker, and Kubernetes for Data Engineering](https://www.coursera.org/learn/virtualization-docker-kubernetes-data-engineering)
* 📚 [Data Visualization with Python](https://www.coursera.org/learn/data-visualization-python)

📚 **[Python, Bash and SQL Essentials for Data Engineering Specialization](https://www.coursera.org/specializations/python-bash-sql-data-engineering-duke)**

* 📚 [Python and Pandas for Data Engineering](https://www.coursera.org/learn/python-and-pandas-for-data-engineering-duke)
* 📚 [Linux and Bash for Data Engineering](https://www.coursera.org/learn/linux-and-bash-for-data-engineering-duke)
* 📚 [Scripting with Python and SQL for Data Engineering](https://www.coursera.org/learn/scripting-with-python-sql-for-data-engineering-duke)
* 📚 [Web Applications and Command-Line Tools for Data Engineering](https://www.coursera.org/learn/web-app-command-line-tools-for-data-engineering-duke)

---

## 📝 Guided Projects

* 📝 [Object-Oriented Programming in Python](https://www.coursera.org/projects/object-oriented-programming-in-python)
* 📝 [MySQL for Data Engineering](https://www.coursera.org/projects/mysql-for-data-engineering)
* 📝 [Python Generators](https://www.coursera.org/projects/python-generators)
* 📝 [Build a Static Website with Rust and Zola](https://www.coursera.org/projects/build-a-static-website-with-rust-and-zola)
* 📝 [Building Rust AWS Lambda Microservices with Cargo Lambda](https://www.coursera.org/projects/building-rust-aws-lambda-microservices-with-cargo-lambda)
* 📝 [Rust Secret Cipher CLI](https://www.coursera.org/projects/rust-cipher-cli)
* 📝 [Python Decorator Functions](https://www.coursera.org/projects/python-decorator-functions)
* 📝 [Understand Big O Notation in Python](https://www.coursera.org/projects/understand-big-o-notation-in-python)
* 📝 [Building a Bash Command-Line Tool](https://www.coursera.org/projects/building-a-bash-command-line-tool)
* 📝 [Build a Static Website with Rust and Zola](https://www.coursera.org/projects/build-a-static-website-with-rust-and-zola)
* 📝 [Building Rust AWS Lambda Microservices with Cargo Lambda](https://www.coursera.org/projects/building-rust-aws-lambda-microservices-with-cargo-lambda)
* 📝 [Rust Secret Cipher CLI](https://www.coursera.org/projects/rust-cipher-cli)
* 📝 [Rust Axum Greedy Coin Microservice](https://www.coursera.org/projects/rust-axum-greedy-coin-microservice)
* 📝 [Local LLMs with llamafile](https://www.coursera.org/projects/llamafile)

### Standalone Courses
---

## 🎯 Standalone Courses

* 🎯 [Beginning Llamafile for Local Large Language Models](https://www.coursera.org/learn/llamafile-local-llm)
* 🎯 [Foundations of Local Large Language Models](https://www.coursera.org/learn/local-large-language-models)
* 🎯 [End to End LLMs with Azure](https://www.coursera.org/learn/azure-llm-large-language-models)

### More from Pragmatic AI Labs
* 🚀 [Master Production ML Systems](https://paiml.com) - MLOps, AWS & Cloud Computing
* 📺 [Watch Our Courses on edX](https://www.edx.org/school/ai)
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