#Ai Data Annotation Workflow

Large language models go through multiple stages before becoming useful assistants. From pretraining to feedback-based learning, each step improves how AI understands and responds. #ArtificialIntelligence #MachineLearning #LLM #LearnAI #DataScience

𝗙𝗿𝗲𝗲 𝗩𝗶𝗿𝘁𝘂𝗮𝗹 𝗪𝗼𝗿𝗸𝘀𝗵𝗼𝗽 [𝗕𝘆 𝗼𝘂𝗿 𝗣𝗮𝗿𝘁𝗻𝗲𝗿 𝗣𝗮𝗰𝗸𝘁]: 𝗛𝗼𝘄 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁𝘀 𝗔𝗿𝗲 𝗔𝗰𝘁𝘂𝗮𝗹𝗹𝘆 𝗨𝘀𝗶𝗻𝗴 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗜 𝗧𝗼𝗱𝗮𝘆 Real use cases, real trade-offs, and practical day-to-day lessons from working with LLMs in production 𝗔𝗯𝗼𝘂𝘁 𝘁𝗵𝗲 𝗪𝗼𝗿𝗸𝘀𝗵𝗼𝗽 Generative AI is no longer experimental - it is actively shaping how data scientists work today. This interactive workshop cuts through the hype to focus on real-world, practical usage of generative AI by data scientists in production environments. Participants will gain first-hand insights into how generative AI tools are being applied across workflows, decision-making, and business impact. The session is designed to be highly interactive, with dedicated time for live Q&A, allowing attendees to engage directly with the instructor, clarify concepts, and discuss real challenges they face in their own work. 🚀 𝗪𝗵𝗮𝘁 𝘆𝗼𝘂'𝗹𝗹 𝗹𝗲𝗮𝗿𝗻: By attending this workshop, participants will: - Understand how data scientists are currently using generative AI in real-world scenarios - Learn about market standards, tools, and best practices shaping modern data science roles - Explore real trade-offs involved in using LLMs in production environments - Gain actionable insights that can strengthen their professional profile and job readiness in a rapidly evolving AI-driven job market 𝗛𝗼𝘀𝘁 & 𝗜𝗻𝘀𝘁𝗿𝘂𝗰𝘁𝗼𝗿 𝗟𝗮𝗻 𝗖𝗵𝘂 𝗛𝘂𝗼𝗻𝗴
AI Tech Lead & Senior Data Scientist, Rabobank Grab your spot before tickets sell out! Register here: https://luma.com/5d3jkjnt CC: Packt Abishek #future #innovation #conference #careers #datascience machinelearning technology analytics data datamining ai artificialintelligence education virtual event

Measuring agent performance separates hobbyists from pros. LLMs can judge output quality on a 1-5 scale. Evaluate end-to-end & component level. #AgentEvaluation #LLMs #AISystems #MachineLearning #TechTips #AICommunity #DataScience #Innovation

📢 Everyone’s talking about agents. Very few people are actually building them end to end. Agentic AI isn’t just about prompts or picking a framework. It’s about designing systems where models can reason, use tools, manage memory, and operate reliably over time. That’s the gap we kept seeing: - Strong LLM knowledge, but no system-level thinking - Cool demos, but fragile behavior in real workflows - Tools everywhere, but no clear mental model of how the pieces fit together This bootcamp is designed to connect those dots, starting from first principles and working all the way up to production-style agentic systems. If you’re learning agents and feel like things almost make sense, this is about making them click. If you want to explore that path more deeply, check the replies for details. The bootcamp link will be in the replies. #AgenticAI #LLMs #AIEngineering #DataScience

📢 Everyone’s talking about agents. Very few people are actually building them end to end. Agentic AI isn’t just about prompts or picking a framework. It’s about designing systems where models can reason, use tools, manage memory, and operate reliably over time. That’s the gap we kept seeing: - Strong LLM knowledge, but no system-level thinking - Cool demos, but fragile behavior in real workflows - Tools everywhere, but no clear mental model of how the pieces fit together This bootcamp is designed to connect those dots, starting from first principles and working all the way up to production-style agentic systems. If you’re learning agents and feel like things almost make sense, this is about making them click. If you want to explore that path more deeply, check the replies for details. The bootcamp link will be in the replies. #AgenticAI #LLMs #AIEngineering #DataScience

📢 Everyone’s talking about agents. Very few people are actually building them end to end. Agentic AI isn’t just about prompts or picking a framework. It’s about designing systems where models can reason, use tools, manage memory, and operate reliably over time. That’s the gap we kept seeing: - Strong LLM knowledge, but no system-level thinking - Cool demos, but fragile behavior in real workflows - Tools everywhere, but no clear mental model of how the pieces fit together This bootcamp is designed to connect those dots, starting from first principles and working all the way up to production-style agentic systems. If you’re learning agents and feel like things almost make sense, this is about making them click. If you want to explore that path more deeply, check the replies for details. The bootcamp link will be in the replies. #AgenticAI #LLMs #AIEngineering #DataScience

📢 Everyone’s talking about agents. Very few people are actually building them end to end. Agentic AI isn’t just about prompts or picking a framework. It’s about designing systems where models can reason, use tools, manage memory, and operate reliably over time. That’s the gap we kept seeing: - Strong LLM knowledge, but no system-level thinking - Cool demos, but fragile behavior in real workflows - Tools everywhere, but no clear mental model of how the pieces fit together This bootcamp is designed to connect those dots, starting from first principles and working all the way up to production-style agentic systems. If you’re learning agents and feel like things almost make sense, this is about making them click. If you want to explore that path more deeply, check the replies for details. The bootcamp link will be in the replies. #AgenticAI #LLMs #AIEngineering #DataScience

​📅 Feb 7 – From Data to Decisions 📅 Feb 14 Want to see how AI models actually work in real applications? Join Live demo ! - https://bit.ly/4qnNqK1 📅 Feb 21— Want to learn how data turns into AI systems, how models run in production ? join Live demo https://bit.ly/4bJk7Ow 📅 Feb 28 —Let's build your first AI-powered application by AIML Engineer @ Data Analytics? - https://bit.ly/4tvknqC Which one are you joining?