Self-Driving Cars That Can't See Pedestrians?! Evolutionary Algorithms, Fish Recognition, Fighting Fraud
Nov 13, 2019

Self-Driving Cars That Can't See Pedestrians?! Evolutionary Algorithms, Fish Recognition, Fighting Fraud

In this series exploring why machine learning projects fail, let’s examine the challenge of “small data.” Given 1 million labeled images, many teams can build a good classifier using open source.
13 min read
DeepMind Masters StarCraft 2, AI Attacks on Amazon, A Career in Robot Management, Banks Embrace Bots
Nov 6, 2019

DeepMind Masters StarCraft 2, AI Attacks on Amazon, A Career in Robot Management, Banks Embrace Bots

Building AI systems is hard. Despite all the hype, AI engineers struggle with difficult problems every day. For the next few weeks, I’ll explore some of the major challenges. Today’s topic: The challenge of building AI systems that are robust to real-world conditions.
11 min read
Daemon Spawn, AGI Takeover, Deepfake Deluge, Bias Crisis - How Scared Should You Be?
Oct 30, 2019

Daemon Spawn, AGI Takeover, Deepfake Deluge, Bias Crisis - How Scared Should You Be?

Welcome to the Halloween edition of The Batch! I promised last week to share some common reasons for AI project failures. But first, let’s start with some of the least common reasons.
11 min read
Robot Hand Works Rubik’s Cube, Self-Driving Tanks Roll Toward Battle, Face Rec Dataset Sparks Lawsuit, Bayes Finds
Oct 23, 2019

Robot Hand Works Rubik’s Cube, Self-Driving Tanks Roll Toward Battle, Face Rec Dataset Sparks Lawsuit, Bayes Finds

I’ve heard this conversation in multiple companies: Machine learning engineer: Look how well I did on the test set! Business owner: But your ML system doesn’t work. This sucks! Machine learning engineer: But look how well I did on the test set! Why do AI projects fail? Last week, I
11 min read
TensorFlow Versus PyTorch, Autonomous Drone Races, State-of-the-Art with Less Compute, NLP for Rare Languages
Oct 16, 2019

TensorFlow Versus PyTorch, Autonomous Drone Races, State-of-the-Art with Less Compute, NLP for Rare Languages

I just replaced my two-year-old phone with a new one and figured out how to take long-exposure photos of Nova even while she’s asleep and the lights are very low. This piece of technology brought me a surprising amount of joy! I wrote about ethics last week, and
8 min read
Tesla Acquires DeepScale, France Backs Face Recognition, Robots Learn in Virtual Reality, Acquirers Snag AI Startups
Oct 9, 2019

Tesla Acquires DeepScale, France Backs Face Recognition, Robots Learn in Virtual Reality, Acquirers Snag AI Startups

Last week, I saw a lot of social media discussion about a paper using deep learning to generate artificial comments on news articles. I’m not sure why anyone thinks this is a good idea. At best, it adds noise to the media environment. At worst,
10 min read
Google Achieves Quantum Supremacy, Amazon Aims To Sway Lawmakers, AI Predicts Basketball Plays, Face Detector
Oct 2, 2019

Google Achieves Quantum Supremacy, Amazon Aims To Sway Lawmakers, AI Predicts Basketball Plays, Face Detector

Thinking about the future of machine learning programming frameworks, I recently reread computer scientist Fred Brooks’ classic essay, “No Silver Bullet: Essence and Accidents of Software Engineering.” Three decades after
11 min read
Global Surveillance Survey, AI’s Crisis of Reproducibility, Construction Drones, Bots Cheat at Hide-and-Seek
Sep 25, 2019

Global Surveillance Survey, AI’s Crisis of Reproducibility, Construction Drones, Bots Cheat at Hide-and-Seek

I read an interesting paper comparing the results of traditional passive learning (sitting in a lecture) versus active methods like the flipped classroom, where students watch videos at home and work on exercises in class. The paper is nicely summarized by this figure:
9 min read
Robot Farm Workers, Making Algorithms Rock, Automating Contract Negotiations, Recognizing Accented Speech
Sep 18, 2019

Robot Farm Workers, Making Algorithms Rock, Automating Contract Negotiations, Recognizing Accented Speech

Over the weekend, we hosted our first Pie & AI meetup in Kuala Lumpur, Malaysia, in collaboration with the AI Malaysia group, MDEC, and ADAX. The event was part of Malaysia’s AI & Data Week 2019. Several people traveled from neighboring southeast Asian countries to attend!
10 min read
Autonomous Nuclear Weapons?!, Fighting Deepfakes, Recognizing Chimps, Automating Fast Food
Sept 11, 2019

Autonomous Nuclear Weapons?!, Fighting Deepfakes, Recognizing Chimps, Automating Fast Food

When it comes to artificial intelligence, one of the biggest mistakes large companies make is thinking tactically rather than strategically. What’s the difference? Some taxi companies thought they had the internet revolution
10 min read
Taming Dangerous AI, Microscopes Spot Tumors, NLP Grades Standardized Tests, Viz Without Mesh
Sep 4, 2019

Taming Dangerous AI, Microscopes Spot Tumors, NLP Grades Standardized Tests, Viz Without Mesh

I traveled to Taiwan last week, where I met many CEOs interested in AI transformation of traditional companies. I also visited Taiwan AI Labs which, similar to OpenAI, started as a nonprofit AI research institute. Funded by government and private financing,
9 min read
Gunning for GPUs, Football for DRL, Navigation for the Blind, Mystery Signals From Outer Space
Aug 28, 2019

Gunning for GPUs, Football for DRL, Navigation for the Blind, Mystery Signals From Outer Space

We ended a busy week in Colombia hosting a Pie & AI meetup in Medellín. I met hundreds of engineers and business professionals excited to take the next step in their AI careers. I was energized by the enthusiasm the Colombia community had for collaborating
9 min read
Clothes That Thwart Surveillance, DeepMind in the Hot Seat, BERT’s Revenge, Federal AI Standards
Aug 14, 2019

Clothes That Thwart Surveillance, DeepMind in the Hot Seat, BERT’s Revenge, Federal AI Standards

I am writing to you from Colombia today, and am excited to announce the opening of our office in Medellín. The office will serve as the Latin American headquarters for three of the companies in our AI ecosystem: Landing AI, deeplearning.ai, and AI Fund.
9 min read
AI for Artists, Relief for Programmers, Diagnosing Heart Disease, Emotional Un-Intelligence, Multilingual Text-to-Speech
Jul 16, 2019

AI for Artists, Relief for Programmers, Diagnosing Heart Disease, Emotional Un-Intelligence, Multilingual Text-to-Speech

Shortly after Pi day (3/14), I announced our Pie & AI series of meetups. We held them in Seattle in March and London in April. We just hosted our third Pie & AI meetup to celebrate the launch of the final course in the deeplearning.ai TensorFlow Specialization.
8 min read
Wiring the Brain for AI, Diagnosing Cancer, Generating Realistic Videos, Innovating in Africa
Jul 24, 2019

Wiring the Brain for AI, Diagnosing Cancer, Generating Realistic Videos, Innovating in Africa

I recently met an engineer at a large travel agency who had built a fun ML project for sending guests greetings. This was one of the company’s first forays into ML. The project did not generate any revenue, and their managers discouraged them from doing more work on ML.
9 min read

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