Machine Learning is growing in leaps and bounds both in capability and adoption. Listen to our experts discuss the ideas and fundamentals needed to succeed as a Machine Learning Engineer.
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ML 005: Transfer Learning for NLP with Daniel Svoboda
One of the hottest fields right now in machine learning is natural language processing. Whether it’s getting sentiment from tweets, summarizing your documents, sarcasm detection, or predicting stock trends from the news, NLP is definitely the wave of the future. Special guest Daniel Svoboda talks about transfer learning and the latest developments such as BERT that promises to revolutionize NLP even further. Sponsors Machine Learning for Software Engineers by Educative.io Audible.com CacheFly Panel Charles Max Wood Gant Laborde Guest Daniel Svoboda Links towardsdatascience.com/bert-explained-state-of-the-art-language-model-for-nlp ai.googleblog.com/2018/11/open-sourcing-bert-state-of-art-pre.html ai.googleblog.com/2017/08/transformer-novel-neural-network.html www.nltk.org spacy.io https://www.kaggle.com Picks Charles Max Wood: Traffic Secrets: The Underground Playbook for Filling Your Websites and Funnels with Your Dream Customers Range: Why Generalists Triumph in a Specialized World Gant Laborde: AI-QuickStartGuide.pdf Daniel Svoboda: Star Trek: Picard Follow Adventures in Machine Learning on Twitter > @podcast_ml
ML 004: Automated Machine Learning ML with Jorge Torres
Implementing deep learning algorithms require knowledge of various DL libraries, how to interface outside files or streaming data to it, along with tuning all sorts of parameters. Deep Learning also does not give you much explanation on what features contribute to a model working well. Jorge Torres discusses MindsDB, a new framework for AutoML that simplifies implementation of neural network models for researchers, along with providing explanation of features. Sponsors Machine Learning for Software Engineers by Educative.io CacheFly Panel Charles Max Wood Gant Laborde Guest Jorge Torres Links www.mindsdb.com pytorch.org tensorflow.org www.geeksforgeeks.org/confusion-matrix-machine-learning www.pyimagesearch.com/2020/02/17/autoencoders-with-keras-tensorflow-and-deep-learning https://www.kiwibot.com/ Picks Gant Laborde: NVIDIA RTX Voice: Setup Guide Charles Max Wood: Russell Brunson’s books Jorge Torres: Iain M. Banks, Author on Amazon krisp.ai Follow Adventures in Machine Learning on Twitter > @podcast_ml
ML 003: Your GPU Brain with Robert Plummer
Machine learning is a complex subject that requires knowledge in many various subjects such as linear algebra, probability, algorithms, calculus, etc. But what if you could simplify machine learning to the extent that a child would be able to grasp it? Robert Plummer discusses incorporating machine learning for Javascript and opens up a whole new paradigm. Sponsors Machine Learning for Software Engineers by Educative.io CacheFly Panel Charles Max Wood Gant Laborde Eric Chalmers Guest Robert Plummer Links Javascript for machine learning? Get a real language www.learnwithjason.dev maxcoders.io Picks Eric Chalmers: The problem with metrics is a big problem for AI Gant Laborde: Spooky Fun with Race Recognition Charles Max Wood: The MaxCoders Guide To Finding Your Dream Developer Job Robert Plummer: Abstract: The Art of Design | Netflix Follow Adventures in Machine Learning on Twitter > @podcast_ml
ML 002: DeOldify Your Life with Jason Antic
GANS are one of the revolutionary breakthroughs in machine/deep learning as they are able to create authentic facial images. One of the latest breakthroughs has been with reconstructing actual images of the Roman Emperors using their busts and frescos. Special guest Jason Antic talks about GANs and his work with deOldify, an application to color and restore images. Sponsor Machine Learning for Software Engineers by Educative.io CacheFly Panel Charles Max Wood Gant Laborde Eric Chalmers Guest Jason Antic Links fast.ai DeOldify Facebook F8 Movie Colorization Demo TensorBoard: TensorFlow’s visualization toolkit pytorch.org Picks Eric Chalmers: The Untethered Soul: The Journey Beyond Yourself Gant Laborde: Building Machine Learning and Deep Learning Models on Google Cloud Platform: A Comprehensive Guide for Beginners Charles Max Wood: The 360 Degree Leader: Developing Your Influence from Anywhere in the Organization Jason Antic: TV Show: Adam Ruins Everything Follow Adventures in Machine Learning on Twitter > @podcast_ml
ML 001: The Adventures in Machine Learning First Steps
In this first episode of Adventures in Machine Learning the panel talks about what machine learning is and what the podcast is about. Machine learning is rapidly becoming the future for many industries like banking, telecommunications, advertisements, etc. Yet there are so many subjects involved with it that novices may find it intimidating to get into, let alone start with. Sponsor Machine Learning for Software Engineers by Educative.io CacheFly Panel Charles Max Wood Gant Laborde Eric Chalmers Links We fired our top talent. Best decision we ever made https://www.coursera.org/learn/machine-learning Picks Eric Chalmers: Rodney Brooks: Robots, AI, and other stuff Gant Laborde: Beginning Machine Learning with TensorFlow.js Charles Max Wood: The Dev Rev Follow Adventures in Machine Learning on Twitter > @DevChatTV