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Data Science Interview Prep

Data Science Interview Prep

Author: Data Science Interview Prep Podcast

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Become a Paid Subscriber: https://podcasters.spotify.com/pod/show/data-science-interview/subscribe

As a data science professional, I know firsthand how challenging it can be to navigate the job market and prepare for interviews. That's why I started this podcast - to provide valuable resources to those looking to break into the field of data science.

Running a podcast takes a lot of time and effort, so please consider supporting us. Become a Paid Subscriber: https://podcasters.spotify.com/pod/show/data-science-interview/subscribe
37 Episodes
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Bayes' Theorem

Bayes' Theorem

2025-08-2306:05

As a data science professional, I know firsthand how challenging it can be to navigate the job market and prepare for interviews. That's why I started this podcast - to provide valuable resources to those looking to break into the field of data science.Running a podcast takes a lot of time and effort, so please consider supporting us. Become a Paid Subscriber: ⁠⁠⁠⁠https://podcasters.spotify.com/pod/show/data-science-interview/subscribe⁠
This is a high-level episode on collaborative filtering; no math, just the intuition! Let us know if you'd like a more technical overview in the future.
Replay: Dimensionality Reduction
Low-Rank Adaptation

Low-Rank Adaptation

2025-06-1505:47

Want to fine-tune an LLM? Learn about LoRA for efficient fine-tuning!Become a Paid Subscriber: ⁠⁠⁠https://podcasters.spotify.com/pod/show/data-science-interview/subscribe⁠
BERT in NLP

BERT in NLP

2025-05-0707:07

As a data science professional, I know firsthand how challenging it can be to navigate the job market and prepare for interviews. That's why I started this podcast - to provide valuable resources to those looking to break into the field of data science.Running a podcast takes a lot of time and effort, so please consider supporting us. Become a Paid Subscriber: ⁠⁠https://podcasters.spotify.com/pod/show/data-science-interview/subscribe⁠
OLS Regression

OLS Regression

2025-04-1306:16

As a data science professional, I know firsthand how challenging it can be to navigate the job market and prepare for interviews. That's why I started this podcast - to provide valuable resources to those looking to break into the field of data science.Running a podcast takes a lot of time and effort, so please consider supporting us. Become a Paid Subscriber: ⁠https://podcasters.spotify.com/pod/show/data-science-interview/subscribe⁠
As you may have noticed, The Data Science Interview Prep Podcast has been away for a few months. Here's why! Now, we're back on track and ready to help you prepare for your next big interview in all things Data Science.
Want to support us? https://podcasters.spotify.com/pod/show/data-science-interview/subscribe
Replay: P-value

Replay: P-value

2024-05-0505:56

Want to support us? Become a premium subscriber to The Data Science Interview Prep Podcast: https://podcasters.spotify.com/pod/show/data-science-interview/subscribe
T-test

T-test

2024-04-2307:15

Want to support us? Become a premium subscriber to The Data Science Interview Prep Podcast: https://podcasters.spotify.com/pod/show/data-science-interview/subscribe
Want to support us? Become a premium subscriber to The Data Science Interview Prep Podcast: https://podcasters.spotify.com/pod/show/data-science-interview/subscribe
Recall

Recall

2024-02-1704:31

Want to support us? Become a premium subscriber to The Data Science Interview Prep Podcast: ⁠https://podcasters.spotify.com/pod/show/data-science-interview/subscribe
Stepwise Regression

Stepwise Regression

2024-01-2804:44

Want to support us? Become a premium subscriber to The Data Science Interview Prep Podcast: https://podcasters.spotify.com/pod/show/data-science-interview/subscribe
Hadoop

Hadoop

2024-01-0710:29

Check out this high-level overview into the Hadoop ecosystem! Want to support us? Become a premium subscriber to The Data Science Interview Prep Podcast: https://podcasters.spotify.com/pod/show/data-science-interview/subscribe
Replay: Word2Vec

Replay: Word2Vec

2023-12-1508:42

Check out one of our popular past episodes on the classic, Word2Vec! Want to support us? Become a premium subscriber to The Data Science Interview Prep Podcast: https://podcasters.spotify.com/pod/show/data-science-interview/subscribe
Effect Sizes

Effect Sizes

2023-11-2310:15

Enjoy our content? Support us as a premium subscriber to the Data Science Interview Prep Podcast. Your contribution keeps us going! Subscribe and join our journey! Spotify: ⁠⁠⁠https://podcasters.spotify.com/pod/show/data-science-interview/subscribe⁠⁠⁠ 
We're adding applied topics to our episode roster - let us know what you think in the comments. In this episode, we discuss how to apply data science to customer segmentation. Become a Paid Subscriber to access our full library on Spotify: ⁠https://podcasters.spotify.com/pod/show/data-science-interview/subscribe⁠ 
Reinforcement Learning

Reinforcement Learning

2023-09-3008:43

Reinforcement learning is all around us - from playing Go to building robots. To unlock this episode, become a premium subscriber today! Become a Paid Subscriber for access to the full Data Science Interview Prep Podcast library: ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://podcasters.spotify.com/pod/show/data-science-interview/subscribe⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ ----------------------------------------------------------- If you enjoy our podcast, please consider becoming a premium member on either ⁠⁠⁠⁠⁠⁠⁠⁠⁠Patreon⁠⁠⁠⁠⁠⁠⁠⁠⁠ ($5 donation) or ⁠⁠⁠⁠⁠⁠⁠⁠⁠Spotify⁠⁠⁠⁠⁠⁠⁠⁠⁠ ($2.99 donation). Your donation goes directly to supporting this channel and the human labor that goes into each of these episodes. For each episode, we do research and fact-check our content to make sure that you get the best information possible, even on cutting edge topics. Become a Paid Subscriber: ⁠⁠⁠⁠⁠⁠⁠⁠⁠https://podcasters.spotify.com/pod/show/data-science-interview/subscribe⁠⁠⁠⁠⁠⁠⁠⁠⁠
Bonferroni Correction

Bonferroni Correction

2023-09-0507:41

Let's jump into statistics and understand how we can ensure our results are truly significant! Become a Paid Subscriber for access to the full Data Science Interview Prep Podcast library: ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://podcasters.spotify.com/pod/show/data-science-interview/subscribe⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ ----------------------------------------------------------- If you enjoy our podcast, please consider becoming a premium member on either ⁠⁠⁠⁠⁠⁠⁠Patreon⁠⁠⁠⁠⁠⁠⁠ ($5 donation) or ⁠⁠⁠⁠⁠⁠⁠Spotify⁠⁠⁠⁠⁠⁠⁠ ($2.99 donation). Your donation goes directly to supporting this channel and the human labor that goes into each of these episodes. For each episode, we do research and fact-check our content to make sure that you get the best information possible, even on cutting edge topics. Become a Paid Subscriber: ⁠⁠⁠⁠⁠⁠⁠https://podcasters.spotify.com/pod/show/data-science-interview/subscribe⁠⁠⁠⁠⁠⁠⁠ Becoming a premium member also gives you access to our locked episodes, which include helpful content such as: - NLP - Deep Learning - Recurrent Neural Networks - Imbalanced Data - The Bias-Variance Tradeoff - Transformers in NLP - Self-Attention in NLP - Distributions - Statistics - A/B Testing - ROC-AUC .... and so much more!
Chi-Square

Chi-Square

2023-08-0806:41

Are you interviewing to become a Product Data Scientist? Or are you looking to understand associations between your data? If so, make sure to understand Chi-Square, a fundamental statistical topic. Become a Paid Subscriber for access to the full Data Science Interview Prep Podcast library: ⁠⁠⁠⁠⁠⁠⁠⁠https://podcasters.spotify.com/pod/show/data-science-interview/subscribe⁠⁠⁠⁠⁠⁠⁠⁠ ----------------------------------------------------------- If you enjoy our podcast, please consider becoming a premium member on either ⁠⁠⁠⁠⁠Patreon⁠⁠⁠⁠⁠ ($5 donation) or ⁠⁠⁠⁠⁠Spotify⁠⁠⁠⁠⁠ ($2.99 donation). Your donation goes directly to supporting this channel and the human labor that goes into each of these episodes. For each episode, we do research and fact-check our content to make sure that you get the best information possible, even on cutting edge topics. Become a Paid Subscriber: ⁠⁠⁠⁠⁠https://podcasters.spotify.com/pod/show/data-science-interview/subscribe⁠⁠⁠⁠⁠ Becoming a premium member also gives you access to our locked episodes, which include helpful content such as: - NLP - Deep Learning - Recurrent Neural Networks - Imbalanced Data - The Bias-Variance Tradeoff - Transformers in NLP - Self-Attention in NLP - Distributions - Statistics - A/B Testing - ROC-AUC .... and so much more!
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