Integrating Business Needs and Technical Skills in Effective Model Serving Deployments - ML 184

Integrating Business Needs and Technical Skills in Effective Model Serving Deployments - ML 184

Welcome back to another episode of Adventures in Machine Learning, where hosts Michael Berk and Ben Wilson delve into the intricate process of implementing model serving solutions. In this episode, they explore a detailed case study focused on enhancing search functionality with a particular emphasis on a hot dog recipe search engine. The discussion takes you through the entire development loop, beginning with understanding product requirements and success criteria, moving through prototyping and tool selection, and culminating in team collaboration and stakeholder engagement. Michael and Ben share their insights on optimizing for quick signal in design, leveraging existing tools, and ensuring service stability. If you're eager to learn about effective development strategies in machine learning projects, this episode is packed with valuable lessons and behind-the-scenes engineering perspectives. Join us as we navigate the challenges and triumphs of building impactful search solutions.

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Jaksot(209)

How to Build and Organize Production ML Solutions ft. Conor Murphy - ML 047

How to Build and Organize Production ML Solutions ft. Conor Murphy - ML 047

Conor Murphy joins the adventure to explain how he approaches new problems from customers at databricks and how he helps customers see their way past issues with their current solutions to get the outcomes they want. Panel Ben WilsonCharles Max WoodFrancois Bertrand Guest Conor Murphy Sponsors Dev Influencers AcceleratorLevel Up | Devchat.tvPodcastBootcamp.io Links A dose of awe from the bleeding edge of neuroscience, AI and philosophyLinkedIn: Conor B. MurphyInstagram: Conor B Murphy ( conorbmurphy ) Picks Ben- ArjanCodes - YouTubeCharles- PodcastBootcamp.ioCharles- Masters of DoomCharles- How to Make Sh*t HappenCharles- Tribe of MillionairesConor- The Art of ImpossibleCharles- The Road Back to YouConor- ScaleFrancois- Favro Contact Ben: DatabricksGitHub | BenWilson2/ML-EngineeringGitHub | databrickslabs/automl-toolkitLinkedIn: Benjamin Wilson Contact Charles: Devchat.tvDevChat.tv | FacebookTwitter: DevChat.tv ( @devchattv ) Contact Francois: Francois BertrandGitHub | fbdesignpro/sweetviz Special Guest: Conor Murphy.Sponsored By:Top End Devs Coaching: If you have questions about how to grow your skills or take your career to the next level, join us on our next weekly coaching call. It's completely free.Advertising Inquiries: https://redcircle.com/brandsPrivacy & Opt-Out: https://redcircle.com/privacyBecome a supporter of this podcast: https://www.spreaker.com/podcast/adventures-in-machine-learning--6102041/support.

30 Syys 20211h 9min

Using AI to Make the LifeCycle of Software Development Easier ft. Antonio Alegria - ML 046

Using AI to Make the LifeCycle of Software Development Easier ft. Antonio Alegria - ML 046

Antonio Alegria is the head of AI at Outsystems. He leads the effort to find ways to use AI to augment people's experience building software. He joins in to talk about how Outsystems approaches exploring and implementingAI to make the lifecycle of software development easier. Panel Ben WilsonFrancois Bertrand Guest Antonio Alegria Sponsors Dev Influencers AcceleratorLevel Up | Devchat.tvPodcastBootcamp.io Links A.I., Machine Learning Job Opportunities: What the Experts ThinkAI In Code Series: OutSystems - AI drives developer navigation, automation & validationThe Role of AI Within Low-Code DevelopmentHow to Become an AI Driven Organization + Using Prebuilt AI Tools to Get Started | OutSystemsOutsystems: Revolutionizing App Development for the EnterpriseAntónio Alegria, Outsystems | Outsystems NextStep 2020 - YouTubeAugmenting The Work of OutSystems Developers With AI-Assisted DevelopmentOutSystems Update: AI and Machine Learning for Application DevelopmentLinkedIn: OutSystemsTwitter: OutSystems ( @OutSystems )LinkedIn: Antonio AlegriaTwitter: Antonio Alegria ( @antonioalegria ) Picks Antonio- Tesla AI DayBen- ZenMLFrancois- 7 habits of highly effective people Contact Ben: DatabricksGitHub | BenWilson2/ML-EngineeringGitHub | databrickslabs/automl-toolkitLinkedIn: Benjamin Wilson Contact Francois: Francois BertrandGitHub | fbdesignpro/sweetviz Special Guest: Antonio Alegria.Sponsored By:Top End Devs Coaching: If you have questions about how to grow your skills or take your career to the next level, join us on our next weekly coaching call. It's completely free.Advertising Inquiries: https://redcircle.com/brandsPrivacy & Opt-Out: https://redcircle.com/privacyBecome a supporter of this podcast: https://www.spreaker.com/podcast/adventures-in-machine-learning--6102041/support.

22 Syys 20211h 2min

Multi-modal AI and Machine Teaching ft. Slater Victoroff - ML 045

Multi-modal AI and Machine Teaching ft. Slater Victoroff - ML 045

Slater Victoroff joins the Adventure to discuss mutli-modal AI and machine teaching with the panel. He starts out explaining what multi-modal AI is and how it works. The conversation goes deep before veering into Machine Teaching. Panel Ben WilsonFrancois Bertrand Guest Slater Victoroff Sponsors Dev Influencers AcceleratorLevel Up | Devchat.tvPodcastBootcamp.io Links LinkedIn: Slater Victoroff Twitter: Slater Victoroff ( @sl8rv ) Contact Ben: DatabricksGitHub | BenWilson2/ML-EngineeringGitHub | databrickslabs/automl-toolkitLinkedIn: Benjamin Wilson Contact Francois: Francois BertrandGitHub | fbdesignpro/sweetviz Special Guest: Slater Victoroff.Sponsored By:Top End Devs Coaching: If you have questions about how to grow your skills or take your career to the next level, join us on our next weekly coaching call. It's completely free.Advertising Inquiries: https://redcircle.com/brandsPrivacy & Opt-Out: https://redcircle.com/privacyBecome a supporter of this podcast: https://www.spreaker.com/podcast/adventures-in-machine-learning--6102041/support.

16 Syys 20211h 20min

AI Assisted Development ft. Sydney Lai - ML 044

AI Assisted Development ft. Sydney Lai - ML 044

Sydney Lai joins the Adventure to discuss how she and her colleagues build AI assisted features for developers and how that they handle scenarios that they can't always plan for. Panel Ben WilsonCharles Max Wood Guest Sydney Lai Sponsors Dev Influencers AcceleratorLevel Up | Devchat.tvPodcastBootcamp.io Links Developer Community | OutSystemsSoftware Downloads | OutSystemsTwitter: Sydney Lai ( @sydneylai ) Picks Ben- VeritasiumCharles- PodcastBootcamp.ioCharles- Top End DevsCharles- The ChosenSydney- Michael Pollan Contact Ben: DatabricksGitHub | BenWilson2/ML-EngineeringGitHub | databrickslabs/automl-toolkitLinkedIn: Benjamin Wilson Contact Charles: Devchat.tvDevChat.tv | FacebookTwitter: DevChat.tv ( @devchattv ) Special Guest: Sydney Lai .Sponsored By:Top End Devs Coaching: If you have questions about how to grow your skills or take your career to the next level, join us on our next weekly coaching call. It's completely free.Advertising Inquiries: https://redcircle.com/brandsPrivacy & Opt-Out: https://redcircle.com/privacyBecome a supporter of this podcast: https://www.spreaker.com/podcast/adventures-in-machine-learning--6102041/support.

2 Syys 20211h 16min

Data + ML: What Could Go Wrong? ft. Sandeep Uttamchandani - ML 043

Data + ML: What Could Go Wrong? ft. Sandeep Uttamchandani - ML 043

Sandeep Uttamchandani joins the Adventure to discuss the relationships between Data Science and Machine Learning. He walks through the ways you should set up, manage, and consider the data you use to build and train your Machine Learning systems to get the outcomes that you want. Panel Ben WilsonCharles Max Wood Guest Sandeep Uttamchandani Sponsors Dev Influencers AcceleratorLevel Up | Devchat.tv Links 98 things that can go wrong in an ML projectThe Self-Service Data RoadmapHow to build a unicorn AI team without unicornsFor Successful AI Projects, Celebrate Your GraveyardData for HumanityFor successful AI projects, celebrate your graveyard and be prepared to fail fastSandeep Uttamchandani - MediumSandeep Uttamchandani, Ph.D.Twitter: Sandeep Uttamchandan ( @sandeepu ) Picks Ben- The Self-Service Data RoadmapCharles- Level Up | Devchat.tvCharles- Big Rock Candy Mountain Resort Contact Ben: DatabricksGitHub | BenWilson2/ML-EngineeringGitHub | databrickslabs/automl-toolkitLinkedIn: Benjamin Wilson Contact Charles: Devchat.tvDevChat.tv | FacebookTwitter: DevChat.tv ( @devchattv ) Special Guest: Sandeep Uttamchandani.Sponsored By:Top End Devs Coaching: If you have questions about how to grow your skills or take your career to the next level, join us on our next weekly coaching call. It's completely free.Advertising Inquiries: https://redcircle.com/brandsPrivacy & Opt-Out: https://redcircle.com/privacyBecome a supporter of this podcast: https://www.spreaker.com/podcast/adventures-in-machine-learning--6102041/support.

26 Elo 20211h 7min

From Software Engineer to Data Engineer ft. Alexey Grigorev - ML 042

From Software Engineer to Data Engineer ft. Alexey Grigorev - ML 042

Alexey Grigorev joins the Adventure to discuss how software engineers can begin making the transition from Software Engineer to Data Scientist in their career. Ben Wilson also gets asked about this frequently and chimes in with his experience. Panel Charles Max WoodBen WilsonFrancois Bertrand Guest Alexey Grigorev Sponsors Dev Influencers Accelerator Links From Software Engineering to Machine LearningMachine Learning ZoomcampDatatalks.ClubLinkedIn: Alexey Grigorev Twitter: Alexey Grigorev ( @Al_Grigor ) Picks Alexey- Running from ComplexityBen- Machine Learning BookcampCharles- Devchat.tv/levelupFrancois- Cozy Fall Coffee Shop Ambience - YouTube Contact Ben: DatabricksGitHub | BenWilson2/ML-EngineeringGitHub | databrickslabs/automl-toolkitLinkedIn: Benjamin Wilson Contact Charles: Devchat.tvDevChat.tv | FacebookTwitter: DevChat.tv ( @devchattv ) Contact Francois: Francois BertrandGitHub | fbdesignpro/sweetviz Special Guest: Alexey Grigorev. Advertising Inquiries: https://redcircle.com/brandsPrivacy & Opt-Out: https://redcircle.com/privacyBecome a supporter of this podcast: https://www.spreaker.com/podcast/adventures-in-machine-learning--6102041/support.

19 Elo 202149min

Writing Production Code for ML ft. Ken Youens-Clark - ML 041

Writing Production Code for ML ft. Ken Youens-Clark - ML 041

Ken Youens-Clark joins the adventure to discuss how to write well factored code with tests to help ML be more approachable. He, Ben, and Chuck discuss what it takes to write good code that runs efficiently, is easy to maintain, and still get ML work done. Panel Ben WilsonCharles Max Wood Guest Ken Youens-Clark Links GitHub: Ken Youens-Clark ( kyclark )Twitter: Ken Youens-Clark ( @kycl4rk ) Picks Ben- David Thorne Charles- XeroCharles- FiresideCharles- Devchat.tv/levelupKen- Meditation and Mindfulness Contact Ben: DatabricksGitHub | BenWilson2/ML-EngineeringGitHub | databrickslabs/automl-toolkitLinkedIn: Benjamin Wilson Contact Charles: Devchat.tvDevChat.tv | FacebookTwitter: DevChat.tv ( @devchattv ) Special Guest: Ken Youens-Clark. Advertising Inquiries: https://redcircle.com/brandsPrivacy & Opt-Out: https://redcircle.com/privacyBecome a supporter of this podcast: https://www.spreaker.com/podcast/adventures-in-machine-learning--6102041/support.

12 Elo 20211h 9min

Machine Learning for Tabular Data in Practice ft. Mark Ryan - ML 040

Machine Learning for Tabular Data in Practice ft. Mark Ryan - ML 040

Mark Ryan is our first returning guest to the Adventure. He has created a video series for Manning showing how to use Machine Learning for Tabular data. He walks Ben Wilson through the ins and outs of applying Deep Learning to tabular data sets and the how to find instances where this practice might be the right solution. Panel Ben Wilson Guest Mark Ryan Sponsors Dev Influencers Accelerator Links Deep Learning with Structured Data | ManningPrepare Tabular Data | ManningMark Ryan - YouTubeGitHub: Mark Ryan ( ryanmark1867 )Twitter: Mark Ryan ( @MarkRyanMkm ) Contact Ben: DatabricksGitHub | BenWilson2/ML-EngineeringGitHub | databrickslabs/automl-toolkitLinkedIn: Benjamin Wilson Special Guest: Mark Ryan. Advertising Inquiries: https://redcircle.com/brandsPrivacy & Opt-Out: https://redcircle.com/privacyBecome a supporter of this podcast: https://www.spreaker.com/podcast/adventures-in-machine-learning--6102041/support.

5 Elo 202149min

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