Open-Source GenAI
Unlock the potential of open-source Generative Artificial Intelligence with our expertly crafted course designed to elevate your skills in this dynamic field. Dive into cutting-edge technologies including Local Model Management, Prompt Engineering Fundamentals, LangChain Frameworks, Retrieval-Augmented Generation with LlamaIndex, Type-Safe AI Development with PydanticAI, Multimodal AI capabilities, and more. Our program is meticulously tailored to provide you with a robust understanding of integrating various frameworks into cohesive solutions while ensuring ethical considerations are met. Join us to transform your proficiency in AI development under the guidance of industry experts.
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Corporate Pricing
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Training Provider Pricing
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Features
Subsidies
What you'll learn
- Ensure security and ethical compliance in AI deployments
- Implement local model management systems for optimized inference
- Design effective prompts using chain-of-thought techniques
- Compare open-source versus commercial GenAI ecosystems
- Configure development environments using Docker, Python, and Node.js
- Develop data ingestion pipelines utilizing vector databases
- Integrate LangChain framework components for enterprise solutions
- Navigate transformer architectures within the Hugging Face ecosystem
Why should you attend?
This course provides an in-depth exploration of the open-source Generative AI landscape, offering a comprehensive understanding of both the ecosystem and the technical setup required to thrive within it. Participants will begin by comparing open-source and commercial GenAI ecosystems, learning how to configure development environments using tools like Docker, Python, and Node.js. The course also covers essential hardware requirements and optimization strategies to ensure efficient AI model deployment. As learners progress, they will delve into local model management and inference techniques, comparing platforms such as LM Studio and Ollama. This includes hands-on labs for setting up multiple model management systems, downloading models, quantization, optimization, and benchmarking local inference performance. Prompt engineering fundamentals are also covered extensively, with a focus on design patterns, best practices, and evaluation methodologies. The curriculum further explores advanced topics such as LLM architecture with a deep dive into transformer architectures and the Hugging Face ecosystem. Students will learn about tokenization, embeddings, and fine-tuning basics through practical labs. Data preprocessing strategies are discussed alongside vector database options like Chroma and FAISS. Participants will gain insights into frameworks like LangChain for enterprise knowledge management and Retrieval-Augmented Generation (RAG) using LlamaIndex. The course also emphasizes type-safe AI development with PydanticAI for structured data extraction and validation. Finally, students will explore AI agents and automation frameworks, multimodal AI capabilities, production deployment strategies with MLOps, security considerations in AI systems, and integration projects for performance optimization.
Course Syllabus
Day 1 - GenAI Setup Fundamentals
Short Break
15 minsShort Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsShort Break
15 minsShort Break
15 minsRecap and Q&A
15 minsEnd of Day 1
Day 2 - Local Model Management
Short Break
15 minsShort Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsShort Break
15 minsShort Break
15 minsRecap and Q&A
15 minsEnd of Day 2
Ratings and Reviews
Instructor
Tarun Sukhani is a distinguished professional trainer and consultant with over 25 years of comprehensive industry experience spanning multinational corporations across the US, Europe, Asia, South America, and the Middle East. His extensive background encompasses senior executive roles including CIO/CTO, director, and board member positions at renowned organizations such as Dell, AMD, and Experian, as well as regional conglomerates like Indra in Asia Pacific. This diverse corporate experience provides him with unique insights into enterprise-level challenges and solutions across multiple business functions including HR, Finance, Operations, Sales, Risk Management, Engineering, and Accounting. As a highly sought-after trainer, Tarun specializes in an impressive array of cutting-edge technologies and methodologies. His expertise spans Agile/Scrum/SAFe frameworks, enterprise architecture (TOGAF/COBIT/ITIL), cybersecurity (CISSP/CEH/CISO), project management (PRINCE2/PMP), Big Data technologies (Hadoop/Spark), Data Science with Python and R, DevOps practices, Machine Learning/AI, cloud computing, blockchain technologies, and modern development frameworks. This comprehensive skill set enables him to deliver training across the entire technology spectrum, from foundational concepts to advanced implementations. His training delivery extends throughout the Asia Pacific region, including Malaysia, Indonesia, Philippines, Thailand, and Singapore, where he has successfully conducted workshops and training programs for both large enterprises and SMEs. Tarun's client portfolio includes industry leaders such as Dell, AMD, Western Digital, Singtel, CIMB, Digi, Tenaga Nasional, and Sime Darby, demonstrating his ability to work with diverse organizational cultures and technical requirements. Academically, Tarun holds exceptional credentials including an MSc in Information Systems and MBA in Finance and Operations Management from Loyola University Chicago, where he graduated summa cum laude with Beta Gamma Sigma and Alpha Sigma Nu honors. His educational foundation is further strengthened by Bachelor's degrees in Biology, Math, Computer Science, and Business Administration, plus advanced programs from MIT and Stanford in AI, Blockchain, and Entrepreneurship. His extensive certifications as an Agile/Scrum trainer, Java/.NET developer, Machine Learning specialist, and InfoSec expert validate his technical proficiency and commitment to continuous learning, making him an ideal trainer for organizations seeking comprehensive technology education and transformation guidance.'
Instructor Reviews
He was indeed very skilled, knowledgeable and passionate in the data science realm. I was impressed with his business know-how (how the world economy works and how all things can be explain with data, with/without bias) and technical skills in converting data into insights. I will not hesitate to recommend Tarun for any data science related training as I would like to attend more classes myself to learn from the best of the best.
I attended one of Tarun's Data Science course in Jakarta (CDSS). He was a professional trainer & very knowledgeable in Data Science. In his course, Tarun gave many practical examples & valuable information regarding how to conduct Data Science & it's related components (e.g. Software & Deployment Architecture). In addition to those lessons, he also gave very useful insights on building a career as a Data Scientist.
Attended "Blockchain Training: An Overview for Business Professionals" conducted by Dr. Tarun. The reference materials are very comprehensive and an excellent means of conveying information. I was very impressed with how this technology works and adapted into business
He shared his professional insights on data science with a sense of humor that cleared up so many of my questions about the content and real-world applications. Information, tools, and resources given are very useful
His knowledge of multiple subjects exceeds far greater than that of any IT or non-IT person I have met or interacted with in a long time. The breadth and depth of the subject matter he has acquired is exemplary.
Training with Tarun has been awesome. He’s super knowledgable, funny, empathetic and a great educator in general. As someone who didn’t come from a computer science background, his teachings didn’t make me feel stupid or impossible to eventually arrive at being a competent developer. I could understand him as he communicates well & has helped me see the big picture of the computer science field beyond the scope of syntaxes. If you similarly did not come from a CS background and hope to transition into the world of programming but struggle to learn on your own, understand all the foreign & abstract concepts and connect the dots, I think the right person to guide you on your journey would make a big difference. Having someone who’s deep in the field with many years of experience narrow and communicate the relevant areas to focus would also close a big gap from having to struggle and figure out a lot of things on your own. Being able to maintain your interest during your learning journey is important too, thus finding that someone is important. All in all, I would wholeheartedly recommend Tarun and the backend course I took.
Tarun is a results-driven & inspirational technology leader with a clear vision, direction, and broad-based technology expertise. He is passionate, intuitive, engaged, pragmatic, systematic, agile. His experiences span from small start-ups to complex, global companies, from being technical lead to technical strategist to being the leader of larger group of architecture and engineering teams. Much of his experiences are in the area of Java, Scala, Machine Learning, Neural Networks, Cloud Computing, Data Science and what not. I am truly amazed to experience his breadth & depth of technological expertise and pleasure to be part of his team.
Tarun is very passionate on the domains and gave numerous insights to support critical business decisions and develop data products to transform daily encounters and processes. He was a professional trainer & very knowledgeable in Data Science. His material is presented through a sequence of brief lectures, interactive demonstrations, great hands-on exercises, and discussions.
We’ve been collaborated many times in doing courses for the accountants. He spoke to quiet number of event in our company with various topic regards to accountants need. The collaboration was very smooth and his session definitely made a huge impact on our success. Mr Tarun is a great Professional!
Mr. Tarun is a driven, hardworking, and knowledgeable entrepreneur in his field." A broad-minded trainer who embraces change and inspires people to do better every day. Mr. Tarun sets a good example by being enthusiastic and dedicated, and he inspires and motivates others. I am delighted to be working for such personnel
FAQs
Courses you may like
Why should you attend?
This course provides an in-depth exploration of the open-source Generative AI landscape, offering a comprehensive understanding of both the ecosystem and the technical setup required to thrive within it. Participants will begin by comparing open-source and commercial GenAI ecosystems, learning how to configure development environments using tools like Docker, Python, and Node.js. The course also covers essential hardware requirements and optimization strategies to ensure efficient AI model deployment. As learners progress, they will delve into local model management and inference techniques, comparing platforms such as LM Studio and Ollama. This includes hands-on labs for setting up multiple model management systems, downloading models, quantization, optimization, and benchmarking local inference performance. Prompt engineering fundamentals are also covered extensively, with a focus on design patterns, best practices, and evaluation methodologies. The curriculum further explores advanced topics such as LLM architecture with a deep dive into transformer architectures and the Hugging Face ecosystem. Students will learn about tokenization, embeddings, and fine-tuning basics through practical labs. Data preprocessing strategies are discussed alongside vector database options like Chroma and FAISS. Participants will gain insights into frameworks like LangChain for enterprise knowledge management and Retrieval-Augmented Generation (RAG) using LlamaIndex. The course also emphasizes type-safe AI development with PydanticAI for structured data extraction and validation. Finally, students will explore AI agents and automation frameworks, multimodal AI capabilities, production deployment strategies with MLOps, security considerations in AI systems, and integration projects for performance optimization.
What you'll learn
- Ensure security and ethical compliance in AI deployments
- Implement local model management systems for optimized inference
- Design effective prompts using chain-of-thought techniques
- Compare open-source versus commercial GenAI ecosystems
- Configure development environments using Docker, Python, and Node.js
- Develop data ingestion pipelines utilizing vector databases
- Integrate LangChain framework components for enterprise solutions
- Navigate transformer architectures within the Hugging Face ecosystem
Course Syllabus
Day 1 - GenAI Setup Fundamentals
Short Break
15 minsShort Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsShort Break
15 minsShort Break
15 minsRecap and Q&A
15 minsEnd of Day 1
Day 2 - Local Model Management
Short Break
15 minsShort Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsShort Break
15 minsShort Break
15 minsRecap and Q&A
15 minsEnd of Day 2
Instructor Reviews
He was indeed very skilled, knowledgeable and passionate in the data science realm. I was impressed with his business know-how (how the world economy works and how all things can be explain with data, with/without bias) and technical skills in converting data into insights. I will not hesitate to recommend Tarun for any data science related training as I would like to attend more classes myself to learn from the best of the best.
I attended one of Tarun's Data Science course in Jakarta (CDSS). He was a professional trainer & very knowledgeable in Data Science. In his course, Tarun gave many practical examples & valuable information regarding how to conduct Data Science & it's related components (e.g. Software & Deployment Architecture). In addition to those lessons, he also gave very useful insights on building a career as a Data Scientist.
Attended "Blockchain Training: An Overview for Business Professionals" conducted by Dr. Tarun. The reference materials are very comprehensive and an excellent means of conveying information. I was very impressed with how this technology works and adapted into business
He shared his professional insights on data science with a sense of humor that cleared up so many of my questions about the content and real-world applications. Information, tools, and resources given are very useful
His knowledge of multiple subjects exceeds far greater than that of any IT or non-IT person I have met or interacted with in a long time. The breadth and depth of the subject matter he has acquired is exemplary.
Training with Tarun has been awesome. He’s super knowledgable, funny, empathetic and a great educator in general. As someone who didn’t come from a computer science background, his teachings didn’t make me feel stupid or impossible to eventually arrive at being a competent developer. I could understand him as he communicates well & has helped me see the big picture of the computer science field beyond the scope of syntaxes. If you similarly did not come from a CS background and hope to transition into the world of programming but struggle to learn on your own, understand all the foreign & abstract concepts and connect the dots, I think the right person to guide you on your journey would make a big difference. Having someone who’s deep in the field with many years of experience narrow and communicate the relevant areas to focus would also close a big gap from having to struggle and figure out a lot of things on your own. Being able to maintain your interest during your learning journey is important too, thus finding that someone is important. All in all, I would wholeheartedly recommend Tarun and the backend course I took.
Tarun is a results-driven & inspirational technology leader with a clear vision, direction, and broad-based technology expertise. He is passionate, intuitive, engaged, pragmatic, systematic, agile. His experiences span from small start-ups to complex, global companies, from being technical lead to technical strategist to being the leader of larger group of architecture and engineering teams. Much of his experiences are in the area of Java, Scala, Machine Learning, Neural Networks, Cloud Computing, Data Science and what not. I am truly amazed to experience his breadth & depth of technological expertise and pleasure to be part of his team.
Tarun is very passionate on the domains and gave numerous insights to support critical business decisions and develop data products to transform daily encounters and processes. He was a professional trainer & very knowledgeable in Data Science. His material is presented through a sequence of brief lectures, interactive demonstrations, great hands-on exercises, and discussions.
We’ve been collaborated many times in doing courses for the accountants. He spoke to quiet number of event in our company with various topic regards to accountants need. The collaboration was very smooth and his session definitely made a huge impact on our success. Mr Tarun is a great Professional!
Mr. Tarun is a driven, hardworking, and knowledgeable entrepreneur in his field." A broad-minded trainer who embraces change and inspires people to do better every day. Mr. Tarun sets a good example by being enthusiastic and dedicated, and he inspires and motivates others. I am delighted to be working for such personnel
Public Pricing
Corporate Pricing
Pax:
Training Provider Pricing
Pax:
Features
Subsidies
Ratings and Reviews
Instructor
Tarun Sukhani is a distinguished professional trainer and consultant with over 25 years of comprehensive industry experience spanning multinational corporations across the US, Europe, Asia, South America, and the Middle East. His extensive background encompasses senior executive roles including CIO/CTO, director, and board member positions at renowned organizations such as Dell, AMD, and Experian, as well as regional conglomerates like Indra in Asia Pacific. This diverse corporate experience provides him with unique insights into enterprise-level challenges and solutions across multiple business functions including HR, Finance, Operations, Sales, Risk Management, Engineering, and Accounting. As a highly sought-after trainer, Tarun specializes in an impressive array of cutting-edge technologies and methodologies. His expertise spans Agile/Scrum/SAFe frameworks, enterprise architecture (TOGAF/COBIT/ITIL), cybersecurity (CISSP/CEH/CISO), project management (PRINCE2/PMP), Big Data technologies (Hadoop/Spark), Data Science with Python and R, DevOps practices, Machine Learning/AI, cloud computing, blockchain technologies, and modern development frameworks. This comprehensive skill set enables him to deliver training across the entire technology spectrum, from foundational concepts to advanced implementations. His training delivery extends throughout the Asia Pacific region, including Malaysia, Indonesia, Philippines, Thailand, and Singapore, where he has successfully conducted workshops and training programs for both large enterprises and SMEs. Tarun's client portfolio includes industry leaders such as Dell, AMD, Western Digital, Singtel, CIMB, Digi, Tenaga Nasional, and Sime Darby, demonstrating his ability to work with diverse organizational cultures and technical requirements. Academically, Tarun holds exceptional credentials including an MSc in Information Systems and MBA in Finance and Operations Management from Loyola University Chicago, where he graduated summa cum laude with Beta Gamma Sigma and Alpha Sigma Nu honors. His educational foundation is further strengthened by Bachelor's degrees in Biology, Math, Computer Science, and Business Administration, plus advanced programs from MIT and Stanford in AI, Blockchain, and Entrepreneurship. His extensive certifications as an Agile/Scrum trainer, Java/.NET developer, Machine Learning specialist, and InfoSec expert validate his technical proficiency and commitment to continuous learning, making him an ideal trainer for organizations seeking comprehensive technology education and transformation guidance.'
FAQs
Courses you may like
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