Developing Machine Learning for Impact • Anna Via • GOTO 2023
This presentation was recorded at GOTO Amsterdam 2023. #GOTOcon #GOTOams
Anna Via - Machine Learning Product Manager @AdevintaSpain
RESOURCES
ABSTRACT
Job Boards are specially complicated marketplaces when it comes to matching users with ads. Offers are mostly formed by plain text with a lot of relevant information, and the same happens on the users side with their CVs. In part for this reason, a core ML team has existed in Infojobs (one of Adevinta’s marketplaces and the market leader in online recruitment in Spain) for years, and many. processes and functionalities in the platform are powered by Machine Learning and Natural Language Processing models.
In this session, Anna will share some important learnings from working with Machine Learning initiatives that bring real impact to a company like InfoJobs. Expect fascinating topics such as “ML as a tool, not a solution”, “Surviving the ML uncertainty” or “The importance of multidisciplinary teams in ML”. Join us in this talk to explore the intersection between Machine Learning, Data and Product Management!
Adevinta is a leading online classifieds specialist which operates digital marketplaces with approximately 2.5 billion average monthly visits across 11 countries, including the Netherlands. [...]
TIMECODES
00:00 Intro
02:00 Why this talk?
05:02 ML as a tool, not a solution
08:40 Less is often more
17:36 Without data quality, there is no ML
19:58 Surviving the ML uncertainty
23:40 The importance of multidisciplinary teams
27:47 What is not measured can’t be improved
31:40 Success stories
38:24 Outro
Download slides and read the full abstract here:
RECOMMENDED BOOKS
Phil Winder • Reinforcement Learning •
Holden Karau, Trevor Grant, Boris Lublinsky, Richard Liu & Ilan Filonenko • Kubeflow for Machine Learning •
Kelleher & Tierney • Data Science (The MIT Press Essential Knowledge series) •
Lakshmanan, Robinson & Munn • Machine Learning Design Patterns •
Lakshmanan, Görner & Gillard • Practical Machine Learning for Computer Vision •
Aurélien Géron • Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow •
#MachineLearning #ML #DataScience #MLUncertainty #NaturalLanguageProcessing #NLP #ChatGPT #GenAI #AnnaVia #Adevinta
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