Snacks Weekly on Data Science
By Pan Wu
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Episodes: 93
Description
This podcast is about making data science and machine learning knowledge accessible and less intimidating. Every week, I will handpick one selected industrial tech blog to break it down. We will discuss some key data science concepts and machine learning algorithms, and how they are applied in those real-world applications.
Subscribe to the channel and enjoy Snacks Weekly on Data Science!
| Episode | Date |
|---|---|
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Ensuring Data Quality at Petabyte Scale [Glassdoor]
|
Jun 30, 2025 |
|
Building a Travel Assistant with LLMs [Agoda]
|
Jun 23, 2025 |
|
Setting Goals at Scale with the Goal Map [Meta]
|
Jun 16, 2025 |
|
Predicting user actions with transformer-based models [Hike]
|
Jun 09, 2025 |
|
Quantization Techniques for Language Model [EsperantoTech]
|
Jun 02, 2025 |
|
Key Ingredients for a Secure Agentic AI Future [Intuit]
|
May 26, 2025 |
|
Lessons and Best Practices in Online Experimentation [Oda]
|
May 19, 2025 |
|
Predict Booking Cancellations with Survival Modeling [Booking.com]
|
May 12, 2025 |
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Measure the unit cost of GenAI Features [Workday]
|
May 05, 2025 |
|
Adopt recommendation for property search [Expedia]
|
Apr 28, 2025 |
|
Evaluate LLM-based chatbots performance [Microsoft]
|
Apr 21, 2025 |
|
Algorithmic Content Recommendation with Editorial Judgment [NYTimes]
|
Apr 14, 2025 |
|
Enhancing Conversational AI with LLMs [Airbnb]
|
Apr 07, 2025 |
|
Emerging Economy of Large Language Models (LLMs) [Wix]
|
Mar 31, 2025 |
|
Global Holdout Groups [Klaviyo]
|
Mar 24, 2025 |
|
Scaling Code Reviews with LLMs [Faire]
|
Mar 17, 2025 |
|
Estimating Long-Run Treatment Effects Using Surrogate Indices [Instacart]
|
Mar 10, 2025 |
|
Enabling ML Productivity and Efficiency at Scale [Meta]
|
Mar 03, 2025 |
|
Elevating Product Machine Learning Models with LLMs [Coupang]
|
Feb 24, 2025 |
|
Ranking Lodgings: Machine Learning Behind the Booking Experience [Expedia]
|
Feb 17, 2025 |
|
Machine Learning Solution to Personalize Recommendations [Thumbtack]
|
Feb 10, 2025 |
|
Enhancing Machine Learning model quality with model excellence score framework [Uber]
|
Feb 03, 2025 |
|
Enhance Customer Ticket Categorization with Generative AI [RazorPay]
|
Jan 27, 2025 |
|
A Brief Overview of Causal Analysis [Microsoft]
|
Jan 20, 2025 |
|
Develop a chatbot using customized generative AI solution [Noom]
|
Jan 13, 2025 |
|
Personal Data Classification [Airbnb]
|
Jan 06, 2025 |
|
Improving Search Engine Marketing Performance: My First Data Science Project
|
Dec 30, 2024 |
|
Reward engineering for better content recommendation [Netflix]
|
Dec 23, 2024 |
|
Adaptive Experimentation for Paid Marketing Optimization [Instacart]
|
Dec 16, 2024 |
|
Product bundle recommendation with Graph Learning and GPT [CVS Health]
|
Dec 09, 2024 |
|
Augmentation techniques for imbalanced text classification [Walmart]
|
Dec 02, 2024 |
|
Optimize delivery picking process with mathematical modeling [Instamart]
|
Nov 25, 2024 |
|
Building Contextualised Moderation Classifier [GovTech Singapore]
|
Nov 18, 2024 |
|
Promotion aware demand forecasting for groceries [AFresh]
|
Nov 11, 2024 |
|
Graph technology in fraud detection and prevention [Booking.com]
|
Nov 04, 2024 |
|
Marketing mix modeling in marketing Measurement [Qonto]
|
Oct 28, 2024 |
|
Causal machine learning to power data driven decisions [Urban Company]
|
Oct 21, 2024 |
|
Advanced Product Categorization with Vision Language Models [Faire]
|
Oct 14, 2024 |
|
Leverage CUPED to reduce experimentation lifecycle [Walmart]
|
Oct 07, 2024 |
|
Building video classifiers with vision language models and active learning [Netflix]
|
Sep 30, 2024 |
|
Measuring Marketing Incrementality with Geo Testing [Expedia]
|
Sep 23, 2024 |
|
Personalized Out-of-App Marketing Strategy [Uber]
|
Sep 16, 2024 |
|
Predicting Estimated Time of Arrival (ETA) Reliability [Lyft]
|
Sep 09, 2024 |
|
Moderating Inappropriate Video Content [Yelp]
|
Sep 02, 2024 |
|
Measuring brand perception with social media data and deep learning [Airbnb]
|
Aug 26, 2024 |
|
Empower Decision Making with Regression Discontinuity Design [Instacart]
|
Aug 19, 2024 |
|
Product Recommendation with Deep Learning and Reinforcement Learning [LinkedIn]
|
Aug 12, 2024 |
|
Measure Semantic Relevance in Search with Large Language Models (LLMs) [Faire]
|
Aug 05, 2024 |
|
Making Informed Decisions in A/B Tests with Multiple Metrics [Spotify]
|
Jul 29, 2024 |
|
Improving ETA Predictions with Advanced Deep Learning Architecture [DoorDash]
|
Jul 22, 2024 |
|
Forecasting with the balance of art and science [Meta]
|
Jul 15, 2024 |
|
Optimize Feature Selection with Generic Algorithm [JustEatTakeaway.com/Grubhub]
|
Jul 08, 2024 |
|
Monitoring Mechanisms for Recommendation Systems [Tubi TV]
|
Jul 01, 2024 |
|
Determine Causal Effects through Adoptor Analysis [Walmart]
|
Jun 24, 2024 |
|
Measure Web Performance with Composite Metric [Indeed]
|
Jun 17, 2024 |
|
Developing Text-to-SQL Feature with Large Language Models (LLMs) [Pinterest]
|
Jun 10, 2024 |
|
A/B Testing with Cluster Experimentation Under Strong Network Effects [Meta]
|
Jun 03, 2024 |
|
Measuring Marketing Effectiveness with Geo-experimentation [Grammarly]
|
May 27, 2024 |
|
Monte Carlo Simulatoin for Sampled Success Metrics [Shopify]
|
May 20, 2024 |
|
Building Generative AI Product for Customer Segmentation [Klaviyo]
|
May 13, 2024 |
|
Machine Learning Solution for Failed Job Auto Remediation [Netflix]
|
May 06, 2024 |
|
Measure Technical Debt in Software Engineering [Booking.com]
|
Apr 29, 2024 |
|
Improving Price Experimentation at Amazon [Amazon]
|
Apr 22, 2024 |
|
Tackle Position Bias in Uber Eats Feed Recommendation [Uber]
|
Apr 15, 2024 |
|
Decision Making with Analytical Hierarchy Processing [New York Times]
|
Apr 08, 2024 |
|
Leveraging Generative AI to Boost Data Analyst Productivity [Intuit]
|
Apr 01, 2024 |
|
Perturbation analysis of Large Language Models (LLM) [Microsoft]
|
Mar 25, 2024 |
|
Monte Carlo Simulation to Predict Tennis Game Outcomes [DraftKings]
|
Mar 18, 2024 |
|
Two-Tower Neural Network Architecture for Candidate Generation in Recommendation System [Expedia]
|
Mar 11, 2024 |
|
Large Language Model (LLM) with Retrieval Augmented Generation (RAG) Technology for Efficient Agile Planning [Walmart]
|
Mar 04, 2024 |
|
Automated Sanity Checks to Streamline Machine Learning Deployment [Intuit]
|
Feb 26, 2024 |
|
Demand Forecasting with Machine Learning Models [Picnic]
|
Feb 19, 2024 |
|
Handling Online-Offline Discrepancy in Ads Ranking System [Pinterest]
|
Feb 12, 2024 |
|
Consolidate multiple machine learning models for a better performance [Instacart]
|
Feb 05, 2024 |
|
Building Recommendation System with Encoder Architecture [ZipRecruiter]
|
Jan 29, 2024 |
|
Leverage ChatGPT to build claim assistant functionality [Oscar Health]
|
Jan 22, 2024 |
|
Ads Simulation to Accelerate Advertising Optimization [UberEats]
|
Jan 15, 2024 |
|
Leveraging Generative AI for Food Recipe Creation [HelloFresh]
|
Jan 08, 2024 |
|
2024-01-01 How I achieved my 2013 new year resolution through an effective and unconventional learning approach
|
Jan 01, 2024 |
|
[Special episode] Different types of Data Science work and why I enjoy being a Data Scientist
|
Dec 25, 2023 |
|
2023-12-18 Product Personalization with Learning to Rank [CARS24]
|
Dec 18, 2023 |
|
2023-12-11 Optimising Marketing Allocation with Marketing Mix Models [Haleon]
|
Dec 11, 2023 |
|
2023-12-04 Generative AI solution to create engaging email subject lines [Nextdoor]
|
Dec 04, 2023 |
|
2023-11-27 Clustering-based customer segmentation [Microsoft]
|
Nov 27, 2023 |
|
2023-11-20 In-video search [Netflix]
|
Nov 20, 2023 |
|
2023-11-13 Geo Experimentation [Mercado Libre]
|
Nov 13, 2023 |
|
2023-11-06 CUPED explained [Statsig]
|
Nov 06, 2023 |
|
2023-10-30 geospatial search made easy [Walmart]
|
Oct 30, 2023 |
|
2023-10-23 personalized recipe recommendations [The New York Times]
|
Oct 23, 2023 |
|
2023-10-16 synthetic search data [Expedia]
|
Oct 16, 2023 |
|
2023-10-09 label noise problems and solutions [Walmart]
|
Oct 09, 2023 |
|
2023-10-02-instacart-ads-incrementality
|
Oct 02, 2023 |
|
Introducing Snacks Weekly on Data Science
|
Oct 02, 2023 |