Data Labeling
Master the art of data labeling with our dynamic course designed to equip you with the expertise needed for AI and ML projects. Learn best practices, quality control measures, and practical tools like Diffgram to enhance your data annotation skills.
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Corporate Pricing
Pax:
Training Provider Pricing
Pax:
Features
Subsidies
What you'll learn
- Develop skills in importing/exporting samples and creating resources for efficient data labeling.
- Implement continuous evaluation methods to maintain the integrity of labeled datasets.
- Understand the fundamentals of data labeling and its importance in AI/ML.
- Learn about different types of data labeling: Computer Vision, NLP, Audio Processing.
- Adopt best practices to create intuitive labeling interfaces and achieve consensus among labelers.
- Ensure high-quality and accurate labeled datasets through effective management strategies.
- Master data annotation techniques for effectively identifying features in training datasets.
- Gain hands-on experience with Diffgram for building custom annotation interfaces and managing workflow.
Why should you attend?
Data labeling is an essential process in the development of machine learning (ML) and artificial intelligence (AI) systems, providing the structured information that algorithms require to learn from. This course delves into the intricacies of data labeling, covering its definition, methodologies, and significance in AI and ML. Participants will gain insights into the various types of data labeling, including computer vision, natural language processing (NLP), and audio processing. Best practices are emphasized to ensure intuitive task interfaces, labeler consensus, thorough label auditing, and the incorporation of active learning strategies. The course also explores data annotation techniques and their pivotal role in identifying features within training data for ML models. Quality control and accuracy are addressed in detail, highlighting effective management and training strategies for data labelers. Practical application is provided through sessions on using Diffgram for data labeling tasks such as installation, building custom interfaces, managing data inputs/outputs, and leveraging machine learning frameworks. Lastly, participants will learn about the critical aspects of handling labeled data including importing/exporting samples, creating resources for labelers, submitting requests, and continuously evaluating labeled datasets.
Course Syllabus
Day 1
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
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.'
Course Reviews
I've learned a lot from this course. The instructor was eager to address individual inquiries, which was quite beneficial. Thank you for your patience.
I was really impressed with the course's quality as well as the management. I hope to attend another one.
Best course and good material, I might apply at my workspace.
A good course. The instructor was quite knowledgeable.
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?
Data labeling is an essential process in the development of machine learning (ML) and artificial intelligence (AI) systems, providing the structured information that algorithms require to learn from. This course delves into the intricacies of data labeling, covering its definition, methodologies, and significance in AI and ML. Participants will gain insights into the various types of data labeling, including computer vision, natural language processing (NLP), and audio processing. Best practices are emphasized to ensure intuitive task interfaces, labeler consensus, thorough label auditing, and the incorporation of active learning strategies. The course also explores data annotation techniques and their pivotal role in identifying features within training data for ML models. Quality control and accuracy are addressed in detail, highlighting effective management and training strategies for data labelers. Practical application is provided through sessions on using Diffgram for data labeling tasks such as installation, building custom interfaces, managing data inputs/outputs, and leveraging machine learning frameworks. Lastly, participants will learn about the critical aspects of handling labeled data including importing/exporting samples, creating resources for labelers, submitting requests, and continuously evaluating labeled datasets.
What you'll learn
- Develop skills in importing/exporting samples and creating resources for efficient data labeling.
- Implement continuous evaluation methods to maintain the integrity of labeled datasets.
- Understand the fundamentals of data labeling and its importance in AI/ML.
- Learn about different types of data labeling: Computer Vision, NLP, Audio Processing.
- Adopt best practices to create intuitive labeling interfaces and achieve consensus among labelers.
- Ensure high-quality and accurate labeled datasets through effective management strategies.
- Master data annotation techniques for effectively identifying features in training datasets.
- Gain hands-on experience with Diffgram for building custom annotation interfaces and managing workflow.
Course Syllabus
Day 1
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
Course Reviews
I've learned a lot from this course. The instructor was eager to address individual inquiries, which was quite beneficial. Thank you for your patience.
I was really impressed with the course's quality as well as the management. I hope to attend another one.
Best course and good material, I might apply at my workspace.
A good course. The instructor was quite knowledgeable.
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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