Key Concepts for Preparing Data in ML Pipelines

Hands-On Courses for Rust, Data, Cloud, AI and LLMs 🚀

• Rust Programming Specialization:  https://insight.paiml.com/qwh
• Rust for DevOps:  https://insight.paiml.com/x14
• Rust LLMOps:   https://insight.paiml.com/g3b
• Rust Fundamentals: https://insight.paiml.com/qyt
• Data Engineering with Rust: https://insight.paiml.com/zm1
• Python and Rust with Linux Command Line Tools: https://insight.paiml.com/jot
• Virtualization, Docker, and Kubernetes for Data Engineering: https://www.coursera.org/learn/virtualization-docker-kubernetes-data-engineering
• Cloud Machine Learning Engineering and MLOps: https://www.coursera.org/learn/cloud-machine-learning-engineering-mlops-duke
• MLOps Tools: MLflow and Hugging Face: https://www.coursera.org/learn/mlops-mlflow-huggingface-duke
• Data Visualization with Python: https://insight.paiml.com/y9p
• Python, Bash and SQL Essentials for Data Engineering Specialization: https://insight.paiml.com/2or
• Linux and Bash for Data Engineering: https://www.coursera.org/learn/linux-and-bash-for-data-engineering-duke
• Spark, Hadoop, and Snowflake for Data Engineering: https://insight.paiml.com/f6j
• 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
• MLOps | Machine Learning Operations Specialization: https://insight.paiml.com/ohq
• Python Essentials for MLOps: https://insight.paiml.com/uvm
• DevOps, DataOps, MLOps: https://www.coursera.org/learn/devops-dataops-mlops-duke
• Web Applications and Command-Line Tools for Data Engineering: https://www.coursera.org/learn/web-app-command-line-tools-for-data-engineering-duke
• MLOps Platforms: Amazon SageMaker and Azure ML: https://www.coursera.org/learn/mlops-aws-azure-duke
• Scripting with Python and SQL for Data Engineering: https://www.coursera.org/learn/scripting-with-python-sql-for-data-engineering-duke
• Python and Pandas for Data Engineering: https://www.coursera.org/learn/python-and-pandas-for-data-engineering-duke
• Cloud Computing Foundations: https://insight.paiml.com/zrb
• Building Cloud Computing Solutions at Scale Specialization: https://insight.paiml.com/hrt

📚 Must-Read Books:

Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Developing on AWS with C#: https://www.amazon.com/Developing-AWS-Comprehensive-Solutions-Platform/dp/1492095877

Pragmatic AI Labs Books: https://www.amazon.com/gp/product/B0992BN7W8

🎥 Follow & Subscribe:

Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

52 Weeks of AWS Podcast: https://52-weeks-of-cloud.simplecast.com

noahgift.com: https://noahgift.com/

Pragmatic AI Labs Website: https://paiml.com/

Your adventure in tech awaits! Dive in now, and elevate your skills to new heights. 🚀

Check out all a Master's degree worth of courses on Coursera on topics ranging from Cloud Computing to Rust to LLMs and Generative AI: https://www.coursera.org/instructor/noahgift.

Hands-On Courses for Rust, Data, Cloud, AI and LLMs 🚀

• Rust Programming Specialization:  https://insight.paiml.com/qwh
• Rust for DevOps:  https://insight.paiml.com/x14
• Rust LLMOps:   https://insight.paiml.com/g3b
• Rust Fundamentals: https://insight.paiml.com/qyt
• Data Engineering with Rust: https://insight.paiml.com/zm1
• Python and Rust with Linux Command Line Tools: https://insight.paiml.com/jot
• Virtualization, Docker, and Kubernetes for Data Engineering: https://www.coursera.org/learn/virtualization-docker-kubernetes-data-engineering
• Cloud Machine Learning Engineering and MLOps: https://www.coursera.org/learn/cloud-machine-learning-engineering-mlops-duke
• MLOps Tools: MLflow and Hugging Face: https://www.coursera.org/learn/mlops-mlflow-huggingface-duke
• Data Visualization with Python: https://insight.paiml.com/y9p
• Python, Bash and SQL Essentials for Data Engineering Specialization: https://insight.paiml.com/2or
• Linux and Bash for Data Engineering: https://www.coursera.org/learn/linux-and-bash-for-data-engineering-duke
• Spark, Hadoop, and Snowflake for Data Engineering: https://insight.paiml.com/f6j
• 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
• MLOps | Machine Learning Operations Specialization: https://insight.paiml.com/ohq
• Python Essentials for MLOps: https://insight.paiml.com/uvm
• DevOps, DataOps, MLOps: https://www.coursera.org/learn/devops-dataops-mlops-duke
• Web Applications and Command-Line Tools for Data Engineering: https://www.coursera.org/learn/web-app-command-line-tools-for-data-engineering-duke
• MLOps Platforms: Amazon SageMaker and Azure ML: https://www.coursera.org/learn/mlops-aws-azure-duke
• Scripting with Python and SQL for Data Engineering: https://www.coursera.org/learn/scripting-with-python-sql-for-data-engineering-duke
• Python and Pandas for Data Engineering: https://www.coursera.org/learn/python-and-pandas-for-data-engineering-duke
• Cloud Computing Foundations: https://insight.paiml.com/zrb
• Building Cloud Computing Solutions at Scale Specialization: https://insight.paiml.com/hrt

📚 Must-Read Books:

Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Developing on AWS with C#: https://www.amazon.com/Developing-AWS-Comprehensive-Solutions-Platform/dp/1492095877

Pragmatic AI Labs Books: https://www.amazon.com/gp/product/B0992BN7W8

🎥 Follow & Subscribe:

Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

52 Weeks of AWS Podcast: https://52-weeks-of-cloud.simplecast.com

noahgift.com: https://noahgift.com/

Pragmatic AI Labs Website: https://paiml.com/

Your adventure in tech awaits! Dive in now, and elevate your skills to new heights. 🚀

Check out all a Master's degree worth of courses on Coursera on topics ranging from Cloud Computing to Rust to LLMs and Generative AI: https://www.coursera.org/instructor/noahgift.

✨I build courses: https://insight.paiml.com/bzf

• 📚LLMOps Specialization: 
• 📚Operationalizing LLMs on Azure: https://insight.paiml.com/e2u
• 📚Databricks to Local LLMs: https://insight.paiml.com/i6k

• 📚Rust Programming Specialization:  https://insight.paiml.com/qwh
• 📚Rust for DevOps:  https://insight.paiml.com/x14
• 📚Rust LLMOps:   https://insight.paiml.com/g3b
• 📚Rust Fundamentals: https://insight.paiml.com/qyt
• 📚Data Engineering with Rust: https://insight.paiml.com/zm1
• 📚Python and Rust with Linux Command Line Tools: https://insight.paiml.com/jot

• 📚Applied Python Data Engineering Specialization: https://insight.paiml.com/5r9
• 📚Data Visualization with Python: https://insight.paiml.com/y9p
• 📚Virtualization, Docker, and Kubernetes for Data Engineering: https://insight.paiml.com/xtp
• 📚Spark, Hadoop, and Snowflake for Data Engineering: https://insight.paiml.com/f6j

• 📚MLOps | Machine Learning Operations Specialization: https://insight.paiml.com/l5u
• 📚Python Essentials for MLOps: https://insight.paiml.com/uvm
• 📚DevOps, DataOps, MLOps: https://insight.paiml.com/ggi
• 📚MLOps Tools: MLflow and Hugging Face: https://insight.paiml.com/y2v
• 📚MLOps Platforms: Amazon SageMaker and Azure ML: https://insight.paiml.com/ymb

• 📚Python, Bash and SQL Essentials for Data Engineering Specialization: https://insight.paiml.com/2or
• 📚Linux and Bash for Data Engineering: https://insight.paiml.com/d31
• 📚Scripting with Python and SQL for Data Engineering: https://insight.paiml.com/n3b
• 📚Python and Pandas for Data Engineering: https://insight.paiml.com/nz7
• 📚Web Applications and Command-Line Tools for Data Engineering: https://insight.paiml.com/o86

• 📚Building Cloud Computing Solutions at Scale Specialization: https://insight.paiml.com/hrt
• 📚Cloud Computing Foundations: https://insight.paiml.com/zrb
• 📚Cloud Data Engineering: https://insight.paiml.com/75t
• 📚Cloud Machine Learning Engineering and MLOps: https://insight.paiml.com/jjh
• 📚Cloud Virtualization, Containers and APIs:  https://insight.paiml.com/ce5

📚 Coursera Guided Projects:

• Object-Oriented Programming in Python:https://insight.paiml.com/n4h

Check out all a Master's degree worth of courses on Coursera on topics ranging from Cloud Computing to Rust to LLMs and Generative AI: https://www.coursera.org/instructor/noahgift.

Hands-On Courses for Rust, Data, Cloud, AI and LLMs 🚀

• Rust Programming Specialization:  https://insight.paiml.com/qwh
• Rust for DevOps:  https://insight.paiml.com/x14
• Rust LLMOps:   https://insight.paiml.com/g3b
• Rust Fundamentals: https://insight.paiml.com/qyt
• Data Engineering with Rust: https://insight.paiml.com/zm1
• Python and Rust with Linux Command Line Tools: https://insight.paiml.com/jot
• Virtualization, Docker, and Kubernetes for Data Engineering: https://www.coursera.org/learn/virtualization-docker-kubernetes-data-engineering
• Cloud Machine Learning Engineering and MLOps: https://www.coursera.org/learn/cloud-machine-learning-engineering-mlops-duke
• MLOps Tools: MLflow and Hugging Face: https://www.coursera.org/learn/mlops-mlflow-huggingface-duke
• Data Visualization with Python: https://insight.paiml.com/y9p
• Python, Bash and SQL Essentials for Data Engineering Specialization: https://insight.paiml.com/2or
• Linux and Bash for Data Engineering: https://www.coursera.org/learn/linux-and-bash-for-data-engineering-duke
• Spark, Hadoop, and Snowflake for Data Engineering: https://insight.paiml.com/f6j
• 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
• MLOps | Machine Learning Operations Specialization: https://insight.paiml.com/ohq
• Python Essentials for MLOps: https://insight.paiml.com/uvm
• DevOps, DataOps, MLOps: https://www.coursera.org/learn/devops-dataops-mlops-duke
• Web Applications and Command-Line Tools for Data Engineering: https://www.coursera.org/learn/web-app-command-line-tools-for-data-engineering-duke
• MLOps Platforms: Amazon SageMaker and Azure ML: https://www.coursera.org/learn/mlops-aws-azure-duke
• Scripting with Python and SQL for Data Engineering: https://www.coursera.org/learn/scripting-with-python-sql-for-data-engineering-duke
• Python and Pandas for Data Engineering: https://www.coursera.org/learn/python-and-pandas-for-data-engineering-duke
• Cloud Computing Foundations: https://insight.paiml.com/zrb
• Building Cloud Computing Solutions at Scale Specialization: https://insight.paiml.com/hrt

📚 Must-Read Books:

Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Developing on AWS with C#: https://www.amazon.com/Developing-AWS-Comprehensive-Solutions-Platform/dp/1492095877

Pragmatic AI Labs Books: https://www.amazon.com/gp/product/B0992BN7W8

🎥 Follow & Subscribe:

Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

52 Weeks of AWS Podcast: https://52-weeks-of-cloud.simplecast.com

noahgift.com: https://noahgift.com/

Pragmatic AI Labs Website: https://paiml.com/

Your adventure in tech awaits! Dive in now, and elevate your skills to new heights. 🚀

Check out all a Master's degree worth of courses on Coursera on topics ranging from Cloud Computing to Rust to LLMs and Generative AI: https://www.coursera.org/instructor/noahgift.

Hands-On Courses for Rust, Data, Cloud, AI and LLMs 🚀

• Rust Programming Specialization:  https://insight.paiml.com/qwh
• Rust for DevOps:  https://insight.paiml.com/x14
• Rust LLMOps:   https://insight.paiml.com/g3b
• Rust Fundamentals: https://insight.paiml.com/qyt
• Data Engineering with Rust: https://insight.paiml.com/zm1
• Python and Rust with Linux Command Line Tools: https://insight.paiml.com/jot
• Virtualization, Docker, and Kubernetes for Data Engineering: https://www.coursera.org/learn/virtualization-docker-kubernetes-data-engineering
• Cloud Machine Learning Engineering and MLOps: https://www.coursera.org/learn/cloud-machine-learning-engineering-mlops-duke
• MLOps Tools: MLflow and Hugging Face: https://www.coursera.org/learn/mlops-mlflow-huggingface-duke
• Data Visualization with Python: https://insight.paiml.com/y9p
• Python, Bash and SQL Essentials for Data Engineering Specialization: https://insight.paiml.com/2or
• Linux and Bash for Data Engineering: https://www.coursera.org/learn/linux-and-bash-for-data-engineering-duke
• Spark, Hadoop, and Snowflake for Data Engineering: https://insight.paiml.com/f6j
• 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
• MLOps | Machine Learning Operations Specialization: https://insight.paiml.com/ohq
• Python Essentials for MLOps: https://insight.paiml.com/uvm
• DevOps, DataOps, MLOps: https://www.coursera.org/learn/devops-dataops-mlops-duke
• Web Applications and Command-Line Tools for Data Engineering: https://www.coursera.org/learn/web-app-command-line-tools-for-data-engineering-duke
• MLOps Platforms: Amazon SageMaker and Azure ML: https://www.coursera.org/learn/mlops-aws-azure-duke
• Scripting with Python and SQL for Data Engineering: https://www.coursera.org/learn/scripting-with-python-sql-for-data-engineering-duke
• Python and Pandas for Data Engineering: https://www.coursera.org/learn/python-and-pandas-for-data-engineering-duke
• Cloud Computing Foundations: https://insight.paiml.com/zrb
• Building Cloud Computing Solutions at Scale Specialization: https://insight.paiml.com/hrt

📚 Must-Read Books:

Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Developing on AWS with C#: https://www.amazon.com/Developing-AWS-Comprehensive-Solutions-Platform/dp/1492095877

Pragmatic AI Labs Books: https://www.amazon.com/gp/product/B0992BN7W8

🎥 Follow & Subscribe:

Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

52 Weeks of AWS Podcast: https://52-weeks-of-cloud.simplecast.com

noahgift.com: https://noahgift.com/

Pragmatic AI Labs Website: https://paiml.com/

Your adventure in tech awaits! Dive in now, and elevate your skills to new heights. 🚀

Check out all a Master's degree worth of courses on Coursera on topics ranging from Cloud Computing to Rust to LLMs and Generative AI: https://www.coursera.org/instructor/noahgift.

✨I build courses: https://insight.paiml.com/bzf

• 📚LLMOps Specialization: 
• 📚Operationalizing LLMs on Azure: https://insight.paiml.com/e2u
• 📚Rust Programming Specialization:  https://insight.paiml.com/qwh
• 📚Rust for DevOps:  https://insight.paiml.com/x14
• 📚Rust LLMOps:   https://insight.paiml.com/g3b
• 📚Rust Fundamentals: https://insight.paiml.com/qyt
• 📚Data Engineering with Rust: https://insight.paiml.com/zm1
• 📚Python and Rust with Linux Command Line Tools: https://insight.paiml.com/jot

• 📚Applied Python Data Engineering Specialization: https://insight.paiml.com/5r9
• 📚Data Visualization with Python: https://insight.paiml.com/y9p
• 📚Virtualization, Docker, and Kubernetes for Data Engineering: https://insight.paiml.com/xtp
• 📚Spark, Hadoop, and Snowflake for Data Engineering: https://insight.paiml.com/f6j

• 📚MLOps | Machine Learning Operations Specialization: https://insight.paiml.com/l5u
• 📚Python Essentials for MLOps: https://insight.paiml.com/uvm
• 📚DevOps, DataOps, MLOps: https://insight.paiml.com/ggi
• 📚MLOps Tools: MLflow and Hugging Face: https://insight.paiml.com/y2v
• 📚MLOps Platforms: Amazon SageMaker and Azure ML: https://insight.paiml.com/ymb

• 📚Python, Bash and SQL Essentials for Data Engineering Specialization: https://insight.paiml.com/2or
• 📚Linux and Bash for Data Engineering: https://insight.paiml.com/d31
• 📚Scripting with Python and SQL for Data Engineering: https://insight.paiml.com/n3b
• 📚Python and Pandas for Data Engineering: https://insight.paiml.com/nz7
• 📚Web Applications and Command-Line Tools for Data Engineering: https://insight.paiml.com/o86

• 📚Building Cloud Computing Solutions at Scale Specialization: https://insight.paiml.com/hrt
• 📚Cloud Computing Foundations: https://insight.paiml.com/zrb
• 📚Cloud Data Engineering: https://insight.paiml.com/75t
• 📚Cloud Machine Learning Engineering and MLOps: https://insight.paiml.com/jjh
• 📚Cloud Virtualization, Containers and APIs:  https://insight.paiml.com/ce5

Check out all a Master's degree worth of courses on Coursera on topics ranging from Cloud Computing to Rust to LLMs and Generative AI: https://www.coursera.org/instructor/noahgift.

✨I build courses: https://insight.paiml.com/bzf

• 📚LLMOps Specialization: 
• 📚Operationalizing LLMs on Azure: https://insight.paiml.com/e2u
• 📚Rust Programming Specialization:  https://insight.paiml.com/qwh
• 📚Rust for DevOps:  https://insight.paiml.com/x14
• 📚Rust LLMOps:   https://insight.paiml.com/g3b
• 📚Rust Fundamentals: https://insight.paiml.com/qyt
• 📚Data Engineering with Rust: https://insight.paiml.com/zm1
• 📚Python and Rust with Linux Command Line Tools: https://insight.paiml.com/jot

• 📚Applied Python Data Engineering Specialization: https://insight.paiml.com/5r9
• 📚Data Visualization with Python: https://insight.paiml.com/y9p
• 📚Virtualization, Docker, and Kubernetes for Data Engineering: https://insight.paiml.com/xtp
• 📚Spark, Hadoop, and Snowflake for Data Engineering: https://insight.paiml.com/f6j

• 📚MLOps | Machine Learning Operations Specialization: https://insight.paiml.com/l5u
• 📚Python Essentials for MLOps: https://insight.paiml.com/uvm
• 📚DevOps, DataOps, MLOps: https://insight.paiml.com/ggi
• 📚MLOps Tools: MLflow and Hugging Face: https://insight.paiml.com/y2v
• 📚MLOps Platforms: Amazon SageMaker and Azure ML: https://insight.paiml.com/ymb

• 📚Python, Bash and SQL Essentials for Data Engineering Specialization: https://insight.paiml.com/2or
• 📚Linux and Bash for Data Engineering: https://insight.paiml.com/d31
• 📚Scripting with Python and SQL for Data Engineering: https://insight.paiml.com/n3b
• 📚Python and Pandas for Data Engineering: https://insight.paiml.com/nz7
• 📚Web Applications and Command-Line Tools for Data Engineering: https://insight.paiml.com/o86

• 📚Building Cloud Computing Solutions at Scale Specialization: https://insight.paiml.com/hrt
• 📚Cloud Computing Foundations: https://insight.paiml.com/zrb
• 📚Cloud Data Engineering: https://insight.paiml.com/75t

📚Cloud Machine Learning Engineering and MLOps: 

https://insight.paiml.com/jjh

Check out all a Master's degree worth of courses on Coursera on topics ranging from Cloud Computing to Rust to LLMs and Generative AI: https://www.coursera.org/instructor/noahgift.

✨I build courses: https://insight.paiml.com/bzf

Hands-On Courses for Rust, Data, Cloud, AI and LLMs 🚀

• 📚Rust Programming Specialization:  https://insight.paiml.com/qwh
• 📚Rust for DevOps:  https://insight.paiml.com/x14
• 📚Rust LLMOps:   https://insight.paiml.com/g3b
• 📚Rust Fundamentals: https://insight.paiml.com/qyt
• 📚Data Engineering with Rust: https://insight.paiml.com/zm1
• 📚Python and Rust with Linux Command Line Tools: https://insight.paiml.com/jot

• 📚Applied Python Data Engineering Specialization: https://insight.paiml.com/5r9
• 📚Data Visualization with Python: https://insight.paiml.com/y9p
• 📚Virtualization, Docker, and Kubernetes for Data Engineering: https://insight.paiml.com/xtp
• 📚Spark, Hadoop, and Snowflake for Data Engineering: https://insight.paiml.com/f6j

• 📚MLOps | Machine Learning Operations Specialization: https://insight.paiml.com/l5u
• 📚Python Essentials for MLOps: https://insight.paiml.com/uvm
• 📚DevOps, DataOps, MLOps: https://insight.paiml.com/ggi
• 📚MLOps Tools: MLflow and Hugging Face: https://insight.paiml.com/y2v
• 📚MLOps Platforms: Amazon SageMaker and Azure ML: https://insight.paiml.com/ymb

• 📚Python, Bash and SQL Essentials for Data Engineering Specialization: https://insight.paiml.com/2or
• 📚Linux and Bash for Data Engineering: https://insight.paiml.com/d31
• 📚Scripting with Python and SQL for Data Engineering: https://insight.paiml.com/n3b
• 📚Python and Pandas for Data Engineering: https://insight.paiml.com/nz7
• 📚Web Applications and Command-Line Tools for Data Engineering: https://insight.paiml.com/o86

• 📚Building Cloud Computing Solutions at Scale Specialization: https://insight.paiml.com/hrt
• 📚Cloud Computing Foundations: https://insight.paiml.com/zrb
• 📚Cloud Data Engineering: https://insight.paiml.com/75t
• 📚Cloud Machine Learning Engineering and MLOps: https://insight.paiml.com/jjh
• 📚Cloud Data Engineering:  https://insight.paiml.com/0y3

Check out all a Master's degree worth of courses on Coursera on topics ranging from Cloud Computing to Rust to LLMs and Generative AI: https://www.coursera.org/instructor/noahgift.

Hands-On Courses for Rust, Data, Cloud, AI and LLMs 🚀

• Rust Programming Specialization:  https://insight.paiml.com/qwh
• Rust for DevOps:  https://insight.paiml.com/x14
• Rust LLMOps:   https://insight.paiml.com/g3b
• Rust Fundamentals: https://insight.paiml.com/qyt
• Data Engineering with Rust: https://insight.paiml.com/zm1
• Python and Rust with Linux Command Line Tools: https://insight.paiml.com/jot
• Virtualization, Docker, and Kubernetes for Data Engineering: https://www.coursera.org/learn/virtualization-docker-kubernetes-data-engineering
• Cloud Machine Learning Engineering and MLOps: https://www.coursera.org/learn/cloud-machine-learning-engineering-mlops-duke
• MLOps Tools: MLflow and Hugging Face: https://www.coursera.org/learn/mlops-mlflow-huggingface-duke
• Data Visualization with Python: https://insight.paiml.com/y9p
• Python, Bash and SQL Essentials for Data Engineering Specialization: https://insight.paiml.com/2or
• Linux and Bash for Data Engineering: https://www.coursera.org/learn/linux-and-bash-for-data-engineering-duke
• Spark, Hadoop, and Snowflake for Data Engineering: https://insight.paiml.com/f6j
• 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
• MLOps | Machine Learning Operations Specialization: https://insight.paiml.com/ohq
• Python Essentials for MLOps: https://insight.paiml.com/uvm
• DevOps, DataOps, MLOps: https://www.coursera.org/learn/devops-dataops-mlops-duke
• Web Applications and Command-Line Tools for Data Engineering: https://www.coursera.org/learn/web-app-command-line-tools-for-data-engineering-duke
• MLOps Platforms: Amazon SageMaker and Azure ML: https://www.coursera.org/learn/mlops-aws-azure-duke
• Scripting with Python and SQL for Data Engineering: https://www.coursera.org/learn/scripting-with-python-sql-for-data-engineering-duke
• Python and Pandas for Data Engineering: https://www.coursera.org/learn/python-and-pandas-for-data-engineering-duke
• Cloud Computing Foundations: https://insight.paiml.com/zrb
• Building Cloud Computing Solutions at Scale Specialization: https://insight.paiml.com/hrt

📚 Must-Read Books:

Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Developing on AWS with C#: https://www.amazon.com/Developing-AWS-Comprehensive-Solutions-Platform/dp/1492095877

Pragmatic AI Labs Books: https://www.amazon.com/gp/product/B0992BN7W8

🎥 Follow & Subscribe:

Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

52 Weeks of AWS Podcast: https://52-weeks-of-cloud.simplecast.com

noahgift.com: https://noahgift.com/

Pragmatic AI Labs Website: https://paiml.com/

Your adventure in tech awaits! Dive in now, and elevate your skills to new heights. 🚀

Check out all a Master's degree worth of courses on Coursera on topics ranging from Cloud Computing to Rust to LLMs and Generative AI: https://www.coursera.org/instructor/noahgift.

Hey readers 👋, if you enjoyed this content, I wanted to share some of my favorite resources to continue your learning journey in technology!

Hands-On Courses for Rust, Data, Cloud, AI and LLMs 🚀

• Rust Programming Specialization:  https://insight.paiml.com/qwh
• Rust for DevOps:  https://insight.paiml.com/x14
• Rust LLMOps:   https://insight.paiml.com/g3b
• Rust Fundamentals: https://insight.paiml.com/qyt
• Data Engineering with Rust: https://insight.paiml.com/zm1
• Python and Rust with Linux Command Line Tools: https://insight.paiml.com/jot
• Virtualization, Docker, and Kubernetes for Data Engineering: https://www.coursera.org/learn/virtualization-docker-kubernetes-data-engineering
• Cloud Machine Learning Engineering and MLOps: https://www.coursera.org/learn/cloud-machine-learning-engineering-mlops-duke
• MLOps Tools: MLflow and Hugging Face: https://www.coursera.org/learn/mlops-mlflow-huggingface-duke
• Data Visualization with Python: https://insight.paiml.com/y9p
• Python, Bash and SQL Essentials for Data Engineering Specialization: https://insight.paiml.com/2or
• Linux and Bash for Data Engineering: https://www.coursera.org/learn/linux-and-bash-for-data-engineering-duke
• Spark, Hadoop, and Snowflake for Data Engineering: https://insight.paiml.com/f6j
• 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
• MLOps | Machine Learning Operations Specialization: https://insight.paiml.com/ohq
• Python Essentials for MLOps: https://insight.paiml.com/uvm
• DevOps, DataOps, MLOps: https://www.coursera.org/learn/devops-dataops-mlops-duke
• Web Applications and Command-Line Tools for Data Engineering: https://www.coursera.org/learn/web-app-command-line-tools-for-data-engineering-duke
• MLOps Platforms: Amazon SageMaker and Azure ML: https://www.coursera.org/learn/mlops-aws-azure-duke
• Scripting with Python and SQL for Data Engineering: https://www.coursera.org/learn/scripting-with-python-sql-for-data-engineering-duke
• Python and Pandas for Data Engineering: https://www.coursera.org/learn/python-and-pandas-for-data-engineering-duke
• Cloud Computing Foundations: https://insight.paiml.com/zrb
• Building Cloud Computing Solutions at Scale Specialization: https://insight.paiml.com/hrt

Check out all a Master's degree worth of courses on Coursera on topics ranging from Cloud Computing to Rust to LLMs and Generative AI: https://www.coursera.org/instructor/noahgift.