853: Generative AI for Business, with Kirill Eremenko and Hadelin de Ponteves
Kirill Eremenko and Hadelin de Ponteves AI educators, whose courses have been taken by over 3 Million students, sit down with Jon Krohn to talk about how foundation models are transforming businesses. From real-world examples to clever customization techniques and powerful AWS tools, they cover it all.
bravotech.ai - Partner with Kirill & Hadelin for GenAI implementation and training in your business. Mention the “SDS Podcast” in your inquiry to start with 3 complimentary hours of consulting.
This episode is brought to you by ODSC, the Open Data Science Conference. Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.
In this episode you will learn:
(07:00) What are foundation models?
(15:45) Overview of the foundation model lifecycle: 8 main steps.
(29:11) Criteria for selecting the right foundation model for business use.
(41:35) Exploring methods to customize foundation models.
(53:04) Techniques to modify foundation models during deployment or inference.
(01:11:00) Introduction to AWS generative AI tools like Amazon Q, Bedrock, and SageMaker.
Additional materials: www.superdatascience.com/853
671: Cloud Machine Learning
Get to grips with AWS, Azure, Google Cloud Platform on this week’s episode. Host Jon Krohn speaks with Kirill Eremenko and Hadelin de Ponteves about CloudWolf, a cloud computing educational platform that prepares students for certification in AWS (Amazon Web Services). Find out why an accreditation in cloud computing could be the safest investment for your data science career.
This episode is brought to you by Posit, the open-source data science company, and by AWS Inferentia. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
In this episode you will learn:
• About CloudWolf [07:04]
• Why learning the cloud is important for data scientists [09:12]
• Is learning cloud computing complex? [22:30]
• Essential AWS services [28:31]
• Database options on AWS [33:47]
• How to run analytics on AWS [40:58]
• Why an AWS certification is so helpful [56:35]
Additional materials: www.superdatascience.com/671
649: Introduction to Machine Learning
Looking for a short primer on Machine Learning concepts? SDS Founder Kirill Eremenko and AI expert Hadelin de Ponteves are back, joining Jon Krohn to review essential ML concepts. From classification errors to logistic regression, feature scaling, the elbow method and more. The popular data science instructors also introduce their latest course: Machine Learning in Python: Level 1.
In this episode you will learn:
• Kirill and Hadelin's new course [17:34]
• Supervised vs unsupervised learning [26:23]
• False positives and false negatives [31:21]
• Logistic regression [43:00]
• Holding out a set of test data [46:39]
• Feature scaling [52:45]
• The Adjusted R-Squared metric [59:44]
• The five assumptions of linear regression [1:05:12]
• The Elbow Method [1:11:41]
Additional materials: www.superdatascience.com/649
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
505: From Data Science to Cinema
Hadelin de Ponteves joins us to discuss his latest educational work and how his skills as a data science educator helped him start his career in acting.
In this episode you will learn:
What has Hadelin been up to? [4:27]
Hadelin’s cinema career and data science crossover [16:02]
Sleep for productivity [27:27]
How did Hadelin decide to undertake this? [32:26]
Bollywood vs Hollywood [37:26]
Additional materials: www.superdatascience.com/505
327: Data Science Trends for 2020
Hadelin and I outlined our top 5 trends in Data Science for 2020. We discussed why they’re hot topics and how companies can utilize them to drive profit and efficiency in the coming year.
In this episode you will learn:
The decade in review [1:45]
A decade preview [5:20]
2020 trends webinar [7:30]
Robotic process automation [9:00]
Natural language processing [18:28]
Reinforcement learning [26:35]
Edge computing [37:25]
Open source AI frameworks [52:02]
Additional materials: www.superdatascience.com/327
295: A Deep Conversation About Tech & Life
In this episode of the SuperDataScience Podcast, I chat with my friend and business partner, Hadelin de Ponteves. You will hear what new exciting things are happening in Hadelin's life now. You will hear some preview of his upcoming presentation at DataScienceGO 2019, which will cover NLP, especially the BERT model, which raised a whole new level in NLP. You will also learn about reinforcement learning and Hadelin's new course on Twin-Delayed DDPG.
If you enjoyed this episode, check out show notes, resources, and more at www.superdatascience.com/295
223: Data Science Trends for 2019
In this episode of the SuperDataScience Podcast, Hadelin de Ponteves and I discuss the accuracy rate of the predictions we made for 2018. We also discuss the key AI and technology trends to look out for in 2019 which can help you structure your carrier and design your path through technology.
If you enjoyed this episode, check out show notes, resources, and more at www.superdatascience.com/223
139: The Rise of Blockchain: A Disruptive Super-Technology Much More Than Bitcoin
In this episode of the SuperDataScience Podcast, I chat with the Artificial Intelligence Entrepreneur, the one and only, Hadelin de Ponteves. You will hear why learning Blockchain makes perfect sense in this generation right now, the no. 1 reason why Blockchain is so disruptive, and learn valuable insights on real life and innovative applications of Blockchain technology.
If you enjoyed this episode, check out show notes, resources, and more at www.superdatascience.com/139
119: Data Science Trends for 2018
In this episode of the SuperDataScience Podcast, we are bringing you into the future as Hadelin de Ponteves and I discuss the key data science trends to look out for in 2018 including those we are most excited about and why. We will discuss Blockchain and AI as a powerful disruptive combination, talk about how Deep Learning technology is becoming mainstream, mention the different upskilling executives in data, and discuss the importance of data strategy.
If you enjoyed this episode, check out show notes, resources, and more at www.superdatascience.com/119
105: DataScienceGO’s Discussion Panel on Careers
In this episode of the SuperDataScience Podcast, we will listen to the Panel Discussion during the DataScienceGO 2017 event in San Diego California, last November 11-12. You will hear one of the insightful sessions that we had during the event - the Panel Discussion, together with our 3 guests - Ben Taylor, Urie Suhr and Hadelin de Ponteves. It was conducted during the second day of the event where everyone was able to submit their questions through Twitter using a special hashtag.
If you enjoyed this episode, check out show notes, resources, and more at www.superdatascience.com/105
071: Where the World is Headed to in the Field of Artificial Intelligence
In this episode of the SuperDataScience Podcast, I chat with Data Science Entrepreneur Hadelin de Ponteves. You will learn about teaching AI to play games, get an overview of key values and how they operate, be able to discuss why a career in Artificial Intelligence should be something worth considering, and know what impact Artificial Intelligence can have on making a better world.
If you enjoyed this episode, check out show notes, resources, and more at www.superdatascience.com/71
047: An Expert Overview of the Deep Learning Models, Supervised and Unsupervised
In this episode of the SuperDataScience Podcast, I chat with the Deep Learning Expert Hadelin de Ponteves. You will be able to have a look at the 6 supervised and unsupervised deep learning models, learn why deep learning instead of machine learning, and discover TensorFlow and PyTorch as the two major tools in Deep Learning.
If you enjoyed this episode, check out show notes, resources, and more at www.superdatascience.com/47
002: Machine Learning, Recommender Systems and The Future of Data with Hadelin de Ponteves
In this session of the Super Data Science Podcast, I chat with machine learning expert Hadelin de Ponteves about his work at Google, Canal+ and what career implications may come from the rapid growth of the Data Science field.
If you enjoyed this episode, check out show notes, resources, and more at https://www.superdatascience.com/2