Autonomous Driving Infrastructure with Vinoj Kumar

Autonomous Driving Infrastructure with Vinoj Kumar

Author: Machine Learning Archives - Software Engineering Daily September 20, 2021 Duration: 37:03
Interest in autonomous vehicles dates back to the 1920s. It wasn’t until the 1980s that the first truly autonomous vehicle prototypes began to appear. The first DARPA Grand Challenge took place in 2004 offering competitors $1 million dollars to complete a 150-mile course through the Mojave desert. The prize was not claimed. Since then, rapid

Dive deep into the conversations shaping the future of artificial intelligence with the Machine Learning Archives-Software Engineering Daily. This curated collection pulls from the broader Software Engineering Daily library, focusing entirely on the intricate world of ML engineering. Each episode features a detailed, technical interview with engineers, researchers, and architects who are building the systems behind today's most advanced AI. You'll hear them break down complex topics like model deployment, data pipeline challenges, and the practical trade-offs involved in taking research from a notebook into production. The discussions are grounded in real-world implementation, moving beyond theoretical concepts to explore the tools, failures, and successes that define the field. For developers and technical leaders looking to understand the nuts and bolts of applied machine learning, this podcast offers a valuable archive of knowledge. It's a direct line to the practitioners who are solving hard problems every day, providing insights you can apply to your own work. Tune in to gain a clearer perspective on how machine learning is integrated into modern software, one detailed conversation at a time.
Author: Language: en-us Episodes: 100

Machine Learning Archives - Software Engineering Daily
Podcast Episodes
Niantic Real World with Paul Franceus (Repeat) [not-audio_url] [/not-audio_url]

Duration: 51:56
Originally published June 21, 2019 Niantic is the company behind Pokemon Go, an augmented reality game where users walk around in the real world and catch Pokemon which appear on their screen. The idea for augmented real…
Practical AI with Chris Benson (Repeat) [not-audio_url] [/not-audio_url]

Duration: 44:40
Originally published December 9, 2019 Machine learning algorithms have existed for decades. But in the last ten years, several advancements in software and hardware have caused dramatic growth in the viability of applica…
Kubeflow: TensorFlow on Kubernetes with David Aronchick (Repeat) [not-audio_url] [/not-audio_url]

Duration: 55:40
Originally published January 25, 2019 When TensorFlow came out of Google, the machine learning community converged around it. TensorFlow is a framework for building machine learning models, but the lifecycle of a machine…
Hedge Fund Artificial Intelligence with Xander Dunn (Repeat) [not-audio_url] [/not-audio_url]

Duration: 53:27
Originally published April 3, 2017 A hedge fund is a collection of investors that make bets on the future. The “hedge” refers to the fact that the investors often try to diversify their strategies so that the direction o…
Rosebud: Artificially Generated Media with Dzmitry Pletnikau [not-audio_url] [/not-audio_url]

Duration: 48:26
For several years, we have had the ability to create artificially generated text articles. More recently, audio and video synthesis have been feasible for artificial intelligence. Rosebud is a company that creates animat…
Computer Architecture with Dave Patterson Holiday Repeat [not-audio_url] [/not-audio_url]

Duration: 51:15
Originally published November 7, 2018 An instruction set defines a low level programming language for moving information throughout a computer. In the early 1970’s, the prevalent instruction set language used a large voc…
Cruise: Self-Driving Engineering with Mo Elshenawy Holiday Repeat [not-audio_url] [/not-audio_url]

Duration: 48:58
October 1, 2019 The development of self-driving cars is one of the biggest technological changes that is under way. Across the world, thousands of engineers are working on developing self-driving cars. Although it still…
Model Deployment and Serving with Chaoyu Yang [not-audio_url] [/not-audio_url]

Duration: 38:29
Newer machine learning tooling is often focused on streamlining the workflows and developer experience. One such tool is BentoML. BentoML is a workflow that allows data scientists and developers to ship models more effec…
Humanloop: NLP Model Engineering with Raza Habib [not-audio_url] [/not-audio_url]

Duration: 45:01
Data labeling is a major bottleneck in training and deploying machine learning and especially NLP. But new tools for training models with humans in the loop can drastically reduce how much data is required. Humanloop is…
Federated Learning with Mike Lee Williams [not-audio_url] [/not-audio_url]

Duration: 51:58
Federated learning is machine learning without a centralized data source. Federated Learning enables mobile phones or edge servers to collaboratively learn a shared prediction model while keeping all the training data on…