Dataception Ltd

Check out Jon Cooke's awesome new post about Data Object Graphs (DOGs). (Link in the comments) The post brilliantly introduces an evolution from Directed Acyclic Graphs (DAGs) to Data Object Graphs (DOGs), presenting a compelling and timely innovation that addresses the complexities of modern AI and business applications. Key points that make this groundbreaking: Motivation & Context 1- Traditional DAGs are being reimagined for contemporary needs 2- Business and AI workflows naturally involve feedback loops and cycles 3- Modern data types (embeddings, multi-modal data) and AI agents require sophisticated handling that DOGs elegantly provide Technical Innovation 1- DOGs ingeniously combine data and execution capabilities in a single graph structure 2- Nodes can contain both state (data) and methods (functions), offering unprecedented flexibility 3- Built on proven foundations (Service-Oriented Architecture, Object-Oriented Design/Programming) 4- Enables modeling of cyclic processes and feedback loops Business Relevance 5- Perfectly aligns with actual business processes that aren't strictly linear 6- Fills crucial gaps in Data Mesh and Data Fabric approaches 7- Expertly supports complex AI workflows including training, reinforcement learning, LLMs, and Graph Neural Networks Outstanding Strengths: 1- Solves a critical problem in current data architecture approaches 2- Leverages decades of practical experience and established principles 3- Successfully unifies business processes with technical implementation 4- Future-proof design accommodating emerging AI technologies 5- Innovative yet grounded in proven methodologies The concept represents a significant leap forward for organizations dealing with complex data workflows, especially those incorporating AI components. Dataception Ltd's work on DOGs is at the forefront of a major shift in how we think about data and process orchestration. The timing couldn't be better, as the industry recognizes the limitations of traditional DAG-based approaches in modern AI applications. This pioneering work promises to reshape how we approach complex business processes and AI implementations. The forthcoming details about this larger initiative at Dataception Ltd will reveal even more exciting developments in this revolutionary approach to data and process management. #DataEngineering #DOG #DataObjectGraph #DAG #GraphComputing #AIInfrastructure #DataMesh #DataFabric #DataPipelines #MLOps #DataOps #EnterpriseAI #AIArchitecture #GraphTechnology #DataProcessing #BusinessProcess #Airflow #ApacheSpark #SystemDesign #OOP #SoftwareEngineering #FeedbackLoops #AgentAI #GraphRAG #KnowledgeGraphs #LLMOps #DataScience #TechInnovation #DataArchitecture #AIOrchestration

Tick-tock… Change is coming. #StayTuned

It’s almost time… Can you feel it? #Countdown

Something’s about to change… #StayTuned

📹 𝐎𝐩𝐭𝐢𝐦𝐢𝐳𝐢𝐧𝐠 𝐒𝐋𝐌𝐬: 𝐄𝐧𝐡𝐚𝐧𝐜𝐢𝐧𝐠 𝐏𝐞𝐫𝐟𝐨𝐫𝐦𝐚𝐧𝐜𝐞 𝐚𝐧𝐝 𝐂𝐨𝐬𝐭 𝐄𝐟𝐟𝐢𝐜𝐢𝐞𝐧𝐜𝐲 This video delves into strategies for building and optimizing Small Language Models (SLMs) to enhance performance and reduce costs. Topics include: ⦿ 𝗖𝗼𝗺𝗽𝗿𝗲𝘀𝘀𝗶𝗼𝗻 𝗧𝗲𝗰𝗵𝗻𝗶𝗾𝘂𝗲𝘀: Pruning, quantization, and knowledge distillation. ⦿ 𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝘁 𝗧𝗿𝗮𝗶𝗻𝗶𝗻𝗴: Advanced methods like LoRA and QLoRA for fine-tuning. ⦿ 𝗥𝗲𝘀𝗼𝘂𝗿𝗰𝗲 𝗠𝗮𝗻𝗮𝗴𝗲𝗺𝗲𝗻𝘁: Running SLMs on standard hardware to minimize expenses. Discover how to get the most out of your SLMs while keeping your AI solutions cost-effective. 🗓️ 𝙲𝚘𝚞𝚗𝚝𝚍𝚘𝚠𝚗: 𝟶 𝚍𝚊𝚢𝚜 — 𝚒𝚝'𝚜 𝚝𝚘𝚍𝚊𝚢! '𝙰𝙸 𝚃𝚛𝚎𝚊𝚜𝚞𝚛𝚎 𝙷𝚞𝚗𝚝𝚒𝚗𝚐 𝚠𝚒𝚝𝚑 𝙳𝚊𝚝𝚊 𝙿𝚛𝚘𝚍𝚞𝚌𝚝𝚜' 𝚘𝚗 𝟼 𝙹𝚞𝚗𝚎 𝟸𝟶𝟸𝟺 𝚊𝚝 𝟻𝚙𝚖 𝚄𝙺 Data Product Workshop https://lnkd.in/egw9TnuD 🔔 Don't forget to like, comment, and subscribe for more AI optimization tips and tricks! #AI #Optimization #MachineLearning #SLM #DataMesh #GenAI #GenerativeAI #OpiminizingLLM #OpiminizingSLM

📹 𝐄𝐱𝐚𝐦𝐩𝐥𝐞 𝐔𝐬𝐞-𝐜𝐚𝐬𝐞𝐬: 𝐏𝐫𝐚𝐜𝐭𝐢𝐜𝐚𝐥 𝐀𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬 𝐢𝐧 𝐕𝐚𝐫𝐢𝐨𝐮𝐬 𝐃𝐨𝐦𝐚𝐢𝐧𝐬 In this video, we highlight practical applications of Small Language Models (SLMs) across different industries. Examples include: ⦿ 𝗧𝗲𝘅𝘁 𝗠𝗶𝗻𝗶𝗻𝗴: Extracting insights from large text datasets. ⦿ 𝗖𝗿𝗲𝗱𝗶𝘁 𝗥𝗮𝘁𝗶𝗻𝗴𝘀: Generating detailed credit reports using multiple data sources. ⦿ 𝗦𝗲𝗻𝘁𝗶𝗺𝗲𝗻𝘁 𝗔𝗻𝗮𝗹𝘆𝘀𝗶𝘀: Analyzing social media trends and customer feedback. ⦿ 𝗧𝗮𝗯𝗹𝗲 𝗘𝘅𝘁𝗿𝗮𝗰𝘁𝗶𝗼𝗻: Automating the identification and extraction of tables from documents. See how SLMs are transforming real-world scenarios with their specialized capabilities. 🗓️ 𝙲𝚘𝚞𝚗𝚝𝚍𝚘𝚠𝚗: 𝟷 𝚍𝚊𝚢 𝚞𝚗𝚝𝚒𝚕 '𝙰𝙸 𝚃𝚛𝚎𝚊𝚜𝚞𝚛𝚎 𝙷𝚞𝚗𝚝𝚒𝚗𝚐 𝚠𝚒𝚝𝚑 𝙳𝚊𝚝𝚊 𝙿𝚛𝚘𝚍𝚞𝚌𝚝𝚜' 𝚘𝚗 𝟼 𝙹𝚞𝚗𝚎 𝟸𝟶𝟸𝟺 𝚊𝚝 𝟻𝚙𝚖 𝚄𝙺 Data Product Workshop https://lnkd.in/egw9TnuD 🔔 Subscribe and hit the bell icon for more videos on innovative AI applications! #MachineLearning #AI #UseCases #SLM #DataMesh #GenAI #GenerativeAI

📹 𝐒𝐋𝐌𝐬 𝐚𝐬 𝐃𝐚𝐭𝐚 𝐏𝐫𝐨𝐝𝐮𝐜𝐭𝐬: 𝐇𝐨𝐰 𝐂𝐨𝐦𝐩𝐨𝐬𝐚𝐛𝐢𝐥𝐢𝐭𝐲 𝐖𝐨𝐫𝐤𝐬 Discover how Small Language Models (SLMs) can be utilized as powerful data products through composability. This video covers: ⦿ 𝗠𝗼𝗱𝘂𝗹𝗮𝗿 𝗗𝗲𝘀𝗶𝗴𝗻: Integrating SLMs into various business processes. ⦿ 𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆: Streamlined operations with targeted functionality. ⦿ 𝗦𝗰𝗮𝗹𝗮𝗯𝗶𝗹𝗶𝘁𝘆: Easily adjustable to meet different needs. ⦿ 𝗜𝗻𝘁𝗲𝗿𝗼𝗽𝗲𝗿𝗮𝗯𝗶𝗹𝗶𝘁𝘆: Seamless connection with other data products. Learn how composability enhances the utility of SLMs, enabling businesses to create tailored AI solutions. 🗓️ 𝙲𝚘𝚞𝚗𝚝𝚍𝚘𝚠𝚗: 𝟸 𝚍𝚊𝚢𝚜 𝚞𝚗𝚝𝚒𝚕 '𝙰𝙸 𝚃𝚛𝚎𝚊𝚜𝚞𝚛𝚎 𝙷𝚞𝚗𝚝𝚒𝚗𝚐 𝚠𝚒𝚝𝚑 𝙳𝚊𝚝𝚊 𝙿𝚛𝚘𝚍𝚞𝚌𝚝𝚜' 𝚘𝚗 𝟼 𝙹𝚞𝚗𝚎 𝟸𝟶𝟸𝟺 𝚊𝚝 𝟻𝚙𝚖 𝚄𝙺 Data Product Workshop https://lnkd.in/egw9TnuD 🔔 Like, share, and subscribe for more detailed discussions on AI technologies! #DataScience #AI #Composability #SLM #DataMesh #GenAI #GenerativeAI

📹 𝐎𝐯𝐞𝐫𝐯𝐢𝐞𝐰 𝐨𝐟 𝐒𝐦𝐚𝐥𝐥 𝐋𝐚𝐧𝐠𝐮𝐚𝐠𝐞 𝐌𝐨𝐝𝐞𝐥𝐬 (𝐒𝐋𝐌𝐬) In this video, we explore the exciting world of Small Language Models (SLMs). These compact and efficient AI models offer significant advantages, such as: ⦿ 𝗥𝗲𝘀𝗼𝘂𝗿𝗰𝗲 𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆: Lower computational power and memory requirements. ⦿ 𝗙𝗮𝘀𝘁 𝗜𝗻𝗳𝗲𝗿𝗲𝗻𝗰𝗲: Quicker response times. ⦿ 𝗦𝗽𝗲𝗰𝗶𝗳𝗶𝗰 𝗨𝘀𝗲-𝗖𝗮𝘀𝗲𝘀: Optimized for targeted applications. ⦿ 𝗟𝗼𝘄𝗲𝗿 𝗘𝗻𝘃𝗶𝗿𝗼𝗻𝗺𝗲𝗻𝘁𝗮𝗹 𝗜𝗺𝗽𝗮𝗰𝘁: Reduced energy consumption for greener AI solutions. Join us to learn why SLMs are becoming a game-changer in the AI industry. 🗓️ 𝙲𝚘𝚞𝚗𝚝𝚍𝚘𝚠𝚗: 𝟹 𝚍𝚊𝚢𝚜 𝚞𝚗𝚝𝚒𝚕 '𝙰𝙸 𝚃𝚛𝚎𝚊𝚜𝚞𝚛𝚎 𝙷𝚞𝚗𝚝𝚒𝚗𝚐 𝚠𝚒𝚝𝚑 𝙳𝚊𝚝𝚊 𝙿𝚛𝚘𝚍𝚞𝚌𝚝𝚜' 𝚘𝚗 𝟼 𝙹𝚞𝚗𝚎 𝟸𝟶𝟸𝟺 𝚊𝚝 𝟻𝚙𝚖 𝚄𝙺 Data Product Workshop https://lnkd.in/egw9TnuD 🔔 Don't forget to like, comment, and subscribe for more insights on AI and machine learning! #AI #MachineLearning #SLM #Innovation #DataMesh #GenAI #GenerativeAI

🔍 𝐈𝐧𝐭𝐫𝐨𝐝𝐮𝐜𝐢𝐧𝐠 𝐎𝐮𝐫 𝐒𝐞𝐫𝐢𝐞𝐬 𝐨𝐧 𝐒𝐦𝐚𝐥𝐥 𝐋𝐚𝐧𝐠𝐮𝐚𝐠𝐞 𝐌𝐨𝐝𝐞𝐥𝐬 (𝐒𝐋𝐌𝐬) 🔍 Exciting advancements are happening in the world of AI with Small Language Models (SLMs) taking centre stage. Over the next few posts — as we countdown to our next event on Thursday — we will dive into various aspects of SLMs, exploring their potential and practical applications. Here’s what we’ll cover: ⦿ 𝗢𝘃𝗲𝗿𝘃𝗶𝗲𝘄 𝗼𝗳 𝗦𝗺𝗮𝗹𝗹 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗠𝗼𝗱𝗲𝗹𝘀 (𝗦𝗟𝗠𝘀): Understand what SLMs are and their unique advantages. ⦿ 𝗦𝗟𝗠𝘀 𝗮𝘀 𝗗𝗮𝘁𝗮 𝗣𝗿𝗼𝗱𝘂𝗰𝘁𝘀: 𝗛𝗼𝘄 𝗖𝗼𝗺𝗽𝗼𝘀𝗮𝗯𝗶𝗹𝗶𝘁𝘆 𝗪𝗼𝗿𝗸𝘀: Learn how SLMs can be integrated into complex data systems for maximum efficiency. ⦿ 𝗘𝘅𝗮𝗺𝗽𝗹𝗲 𝗨𝘀𝗲-𝗰𝗮𝘀𝗲𝘀: 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗮𝗹 𝗔𝗽𝗽𝗹𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀 𝗶𝗻 𝗩𝗮𝗿𝗶𝗼𝘂𝘀 𝗗𝗼𝗺𝗮𝗶𝗻𝘀: Discover real-world scenarios where SLMs are making a difference. ⦿ 𝗢𝗽𝘁𝗶𝗺𝗶𝘇𝗶𝗻𝗴 𝗦𝗟𝗠𝘀: 𝗘𝗻𝗵𝗮𝗻𝗰𝗶𝗻𝗴 𝗣𝗲𝗿𝗳𝗼𝗿𝗺𝗮𝗻𝗰𝗲 𝗮𝗻𝗱 𝗖𝗼𝘀𝘁 𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆: Find out how to build, optimize, and run SLMs effectively while keeping costs down. Stay tuned as we explore these cutting-edge technologies and their impact on the future of AI! 🌟 🗓️ 𝙲𝚘𝚞𝚗𝚝𝚍𝚘𝚠𝚗: 𝟺 𝚍𝚊𝚢𝚜 𝚞𝚗𝚝𝚒𝚕 '𝙰𝙸 𝚃𝚛𝚎𝚊𝚜𝚞𝚛𝚎 𝙷𝚞𝚗𝚝𝚒𝚗𝚐 𝚠𝚒𝚝𝚑 𝙳𝚊𝚝𝚊 𝙿𝚛𝚘𝚍𝚞𝚌𝚝𝚜' 𝚘𝚗 𝟼 𝙹𝚞𝚗𝚎 𝟸𝟶𝟸𝟺 𝚊𝚝 𝟻𝚙𝚖 𝚄𝙺 Data Product Workshop https://lnkd.in/egw9TnuD #AI #MachineLearning #Innovation #SLM #DataScience #DataMesh #GenAI #GenerativeAI

AI is rapidly becoming the norm. To stay ahead, there's only one AI strategy: get your business ready to continuously adopt AI. 🌟 Register for our webinar where Jon Cooke , 𝘊𝘛𝘖 𝘢𝘯𝘥 𝘍𝘰𝘶𝘯𝘥𝘦𝘳 of Dataception Ltd will explain how 'AI Treasure Hunting' means consistently integrating AI & advanced analytics to uncover valuable business opportunities, "The Treasure".