Why we don't see good AI / ML work. Good AI / ML work dependsChoosing a use case with a strategic and AI-focused approach. Selecting the use case that has a balance of vision/strategy / applying AI lensEnsuring access to adequate data for training and deploymentGarnering robust business supportAcquiring or developing tools to deliver meaningful AI/ML contributionsStruggling with your AI strategy ..read more

Step #1 - Anyscale signupStep #2 - Notebook for Deploying Diffusion modelsStep #3 - Deploying Service CommandStep #4 - Service DeploymentCode Example - Keep Exploring ..read more

My memorable moments/projects/achievements.  Build vision capability2 Granted PatentsWon Vision solutions for Retail, and FMCG customersBuilt products in a consulting role (Some failed / some worked)Rewrote warranty for 220million consoles in MicrosoftNext StepsTeaching + Deep Dive + Part-time is my goal for sustainable health and learningPick and select a few things and deep dive and ..read more

Great Talk, Lot of good insightsOil is a commodity and everyone has same access to oilNot all data has same level of valueEvery type of data fintech / insurance / healthcare has different Data has multititude Multiple frameworks / thoughful strategy to stitch dataBuilding block for next move is quality code / automated codeEarliest is Autonomous carsRaw data to labelled data is First ..read more

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My post last year AI generated Ad Keep Exploring ..read more

Hexaly is the world’s fastest optimization solver for Routing, Scheduling, Packing, and more.Use CasesModeling and Solving the Aircraft Landing ProblemHow Hexaly solves Renault Group’s workspace allocation problem in secondsHexaly establishes new records for the Inventory Routing Problem (IRP)Keep Exploring ..read more

Selling AI is a skillBuilding (Billing) with AI is a skillKeeping the end goal a moving target is a skillBuild vs Buy vs Manage cost is a skillHiring someone who can Build (Bill) effectively is a skillDifferentiating AI demos vs AI reality is a skillChoose wisely ..read more

How to build it right = SkillWhat it takes to build it right in the first iteration = ExperienceKeep Exploring ..read more