Episodes

  • AI/ML & Data Talks Podcast Episode 20
    Dec 6 2023

    Jason Mayes is a Developer Advocate/Web Engineer/Creative Technologist @ Google, aiming to inspire, innovate, and simplify. Jason’s background is based in Computer Science. He discovered that he fits into a rare breed of what he likes to call as “hybrid developers” while others may call this a "design technologist" - in short, Jason equally enjoys being both creative + technical. In a nutshell, Web/mobile technologies allow Jason to combine both sides of his personality.

    Featuring

    • Jason Mayes - LinkedIn

    • Jason Mayes - Twitter/X

    Notes and Links

    • Tensorflow.js - ML library in JavaScript

    • Made with tensorflow.js project highlights

    • MediaPipe Studio

    • Machine Learning for Web Devs & Creatives (Web ML) - Next gen web apps with TensorFlow.js
    • Visual blocks for ML

    • Project IDX

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    46 mins
  • AI/ML & Data Talks Podcast Episode 19
    Sep 26 2023

    Sachin Kumar is the founding member and CTO at TupeloLife which is a RPM and Virtual Care Management company that has been in the connected health space since 2012. Besides that, Sachin is also a Google Developer Expert (GDE) in Machine Learning, Google for Startups Accelerator Mentor and Head of GDG (Google Developers Group) Doha as well as a YouTuber focusing on tech related contents. In this episode, Sachin shared about his career path and current works related to healthcare.


    Featuring

    • Sachin Kumar - LinkedIn

    Notes and Links

    • TupeloLife

    • Google Developer Experts

    • Dialogflow

    • What is a Chatbot?

    • Large Language Model - PaLM 2


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    29 mins
  • AI/ML & Data Talks Podcast Episode 18
    Sep 11 2023

    Dr. Vinod Ramachandran is Head of Climate Risk Modelling & Credit Risk Innovation at CIMB. He also serves as Principal Data Scientist for the group's risk management function, where he supports the wider Regional Advanced Risk Modelling team. Prior to joining CIMB Vinod was an academic working with local SMEs as a consulting data scientist. In this episode, Vinod shared about his career path and current works related to Climate Risk Modelling and Credit Risk.

    Featuring

    • Dr. Vinod Ramachandran - LinkedIn

    Notes and Links

    • Climate risk modeling

    • Credit risk modelling

    • Share of unbanked population worldwide 2017, by country

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    50 mins
  • AI/ML & Data Talks Podcast Episode 17
    Apr 9 2023

    Yudhiesh Ravindranath is currently working as MLOps Engineer at MoneyLion where he focuses on developing and implementing end-to-end machine learning (ML) systems. Besides that he also works closely with data scientists and software engineers to ensure that ML models are integrated into production systems and are performing optimally. In this episode, Yudhiesh shared about his current works, side projects and what it takes to be a MLOps Engineer.


    Featuring

    • Yudhiesh Ravindranath - LinkedIn

    • Yudhiesh Ravindranath - GitHub

    • Yudhiesh Ravindranath - Medium


    Notes and Links

    • Asia Pacific University of Technology & Innovation (APU)

    • Omdena

    • MoneyLion

    • Continuous integration/continuous delivery (CI/CD)

    • Data Pipelines with Apache Airflow

    • Effective Data Science Infrastructure

    • MetaFlow

    • Arize: ML Observability Platform

    • Continuous Testing of Machine Learning Projects (GitHub)


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    1 hr and 1 min
  • AI/ML & Data Talks Podcast Episode 16
    Nov 18 2022

    Hafidz Zulkifli is currently leading the Centre of Data Experience’s (CDX) data team at Bank Islam where he defined the team charter, responsibilities and rituals. In terms of responsibilities, Hafidz leads the team from both managerial (ie. stakeholder, task, resource management) and technical perspective (ie. data modelling, systems architecture, tooling, code etc). Besides Data Science, Hafidz is a blogger where he blogs about his passionate side projects in the areas related to Natural Language Processing (NLP), AI and Data Science. In this episode, Hafidz shared about his current works, side projects and what it takes to lead a data science team.

    Featuring

    • Hafidz Zulkifli - LinkedIn
    • Hafidz Zulkifli - Medium

    Notes and Links

    • Universiti Tenaga Nasional
    • Galatica
    • What is a Generative Model?
    • GPT-3 Transformer
    • Dall-E 2
    • Imagen
    • MidJourney
    • Search Engine Optimization (SEO)
    • Prompt Engineering
    • Practical Deep Learning for Coders - Fast.ai

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    55 mins
  • AI/ML & Data Talks Podcast Episode 15
    Oct 13 2022

    Dickson Neoh is currently working as Developer Advocate at ZenML, a startup that focuses on providing extensible, open-source MLOps framework to create production-ready machine learning pipelines. Prior to joining ZenML, Dickson was working as an academician at UNITEN, a private university in Malaysia. Besides doing research, Dickson is passionate in areas such as Computer Vision, Artificial Intelligence and Machine Learning. In this episode, Dickson shared about his current works in MLOps and how the MLOps framework is being used to alleviate problems related to Machine Learning Model deployment.

    Featuring

    • Dickson Neoh - LinkedIn
    • Dickson Neoh - Personal Portfolio

    Notes and Links

    • ZenML
    • Universiti Tenaga Nasional
    • What is MLOps?
    • Data Drift vs Concept Drift
    • Monitoring Machine Learning Model
    • The philosophy of Ikigai

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    53 mins
  • AI/ML & Data Talks Podcast Episode 14
    Oct 6 2022

    Erhan Azrai is the co-founder and CEO of Kotak Sakti, a data analytics firm based in Kuala Lumpur, Malaysia. Kotak Sakti is a newly established boutique data analytics startup firm that provides analytic solutions to public and public sectors. In this episode, Erhan shared his experience quitting corporate to begin his journey as an entrepreneur in a data analytics firm. Besides that, he also shared lessons learned while navigating rough time for the past 2 years under Covid-19 pandemic.

    Featuring

    • Erhan Azrai - LinkedIn
    • Mohd Ridzwan (Reez) Nordin - LinkedIn

    Notes and Links

    • Kotak Sakti
    • Lokasi.co
    • Juno - Current affair monitoring
    • Palantir: Big Data Analytics
    • https://www.monkshill.com/
    • B2B vs B2C: What’s the difference?

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    59 mins
  • AI/ML & Data Talks Podcast Episode 13
    Aug 24 2022

    Dr. Fairoza Amira Binti Hamzah is currently working as Senior AI Engineer at Torum Technology Sdn Bhd where she applies AI and ML into building recommendation engines for crypto social media platforms. Being a Ph.D graduate of Nagaoka University of Technology, Dr. Fairoza managed to turn her expertise from image compression to being an applied AI engineer and worked in various companies. Besides her day job, she also contributes her time and effort as Lead Researcher to develop CoronaTracker, a global response for tracking and providing reliable and legitimate COVID-19 information and insights for the public.

    Featuring

    • Dr. Fairoza Amira Binti Hamzah - LinkedIn

    Notes and Links

    • CoronaTracker
    • What is Federated Learning
    • Automated Machine Learning (AutoML)
    • Statistics on Women Empowerment in Selected Domains, Malaysia, 2021
    • Data Science Malaysia Community
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    56 mins