PODCAST
Siraj Raval
by Siraj Raval
I'm Siraj. I'm on a warpath to inspire and educate developers to build Artificial Intelligence. Games, music, chatbots, art, i'll teach you how to make it all yourself.We are the fastest growing AI community in the world. Our mission: Solve AI. Use it to benefit humanity.I've been calledBill Nye of Computer ScienceKanye of CodeBeyonce of Neural NetworksOsain Bolt of LearningChuck Norris of PythonJesus Christ of Machine Learningbut it's the other way. They are the Siraj Raval of XI do this alone. All content was by me. And the writing will always be my own, I will never delegate that. Every word I speak comes from my soul. It's real. Follow me on Twitter and Facebook! Twitter: http://www.twitter.com/sirajravalFacebook: https://www.facebook.com/sirajology/?fref=tsIf you found my videos useful, I'd love your support on Patreon :) https://www.patreon.com/user?ty=h&u=3191693In the event of my demise, you must finish what I've started here. Thanks for watching!
Episodes
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Watch Me Build a Marketing Startup
I've built an app called VectorFunnel that automatically scores leads for marketing & sales teams! I used React for the frontend, Node.js for the backend, PostgreSQL for the database, and Tensorflow.js for scoring each lead in an excel spreadsheet. There are a host of other tools that I used like...
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AI in 2040
What does the field of Artificial Intelligence look like in 2040? It's a really hard question to answer since there are still so many unanswered questions about the nature of reality and computing. In this episode, I'll make my best predictions about AI hardware, AI software, and the societal...
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Make Money with Tensorflow 2.0
I've built an app called NeuralFund that uses Tensorflow 2.0 to make automated investment decisions. I used Tensorflow 2.0 to train a transformer network on time series data that i downloaded using the Yahoo Finance API. Then, I used Tensorflow Serving + Flask to create a simple web app around…
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Build an AI Startup with PyTorch
I've built an automated therapist app called MindRelaxr using PyTorch and a host of other tools (Dialogflow, Tensorflow Lite, Firebase, ONNX, Paypal, and Android Studio). I'm going to show you how I integrated these tools together to build a paid service that uses AI generated Cognitive…
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AI for Dating
Algorithms govern so much of our lives and dating is no exception! In this video, I frame dating as a data science pipeline and demo how to use AI algorithms to help facilitate discovery, first impressions, and even intimacy. I'll also explain how collaborative filtering and text generation are...
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Watch Me Build an AI Startup
I'm going to build a medical imaging classification app called SmartMedScan! The potential customers for this app are medical professionals that need to scale and improve the accuracy of their diagnoses using AI. From ideation, to logo design, to integrating features like payments and AI into a...
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Natural Language Processing
Natural Language Processing is a field of Artificial Intelligence dedicated to enabling computers to understand and communicate in human language. NLP is only a few decades old, but we've made significant progress in that time. I'll cover how its changed over the years, then show you how you can...
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Really Quick Questions - Nvidia Research
Nvidia is the inventor of the GPU! This tech company based in Silicon Valley has played a huge role in the deep learning revolution (which has relied primarily on GPUs for computing), and its transformed many industries. In this video, I interview Bryan Catanzaro, the Vice President of Applied…
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Discrete Math
Discrete Math is a subject everyone interested in Computer Science needs to understand. It consists of math branches like graph theory, set theory, number theory, & combinatorics. It helps create databases, algorithms, & security structures. In this video, I'll explain the most relevant topics in...
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Healthcare Data
I recently flew to Singapore to give a keynote on AI in healthcare and attend a panel discussion on the same topic hosted by School of AI and sponsored by Accenture. School of AI is a nonprofit with a goal of giving everyone on Earth a world-class AI education for free. This was a launch event…
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Unsupervised Learning
Unsupervised learning is the most exciting subfield of machine learning! Finding structure in unstructured data automatically sounds like a dream come true, no need to have a label! In this video, I'll demonstrate 2 types of unsupervised learning techniques; k means clustering and principal...
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Machine Learning with No Code
Is it possible to use machine learning without needing to code? The answer is yes! Uber's AI lab recently open sourced python library called Ludwig that they've been using internally for 2 years. The tagline is that it allows anyone to use deep learning without coding. It will require some...
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DeepMind StarCraft
The AI research lab DeepMind created an algorithm that beat a top professional StarCraft 2 player for the first time! This is a huge achievement since this is an incredibly complex game that requires long term planning, game theory, and cooperative play. Their algorithm used a mixture of…
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OpenAI Text Generator
OpenAI has the entire AI community debating its decision to not release the fully trained version of its powerful new text generator model dubbed GPT-2. I'm going to explain how GPT-2 works using code, math, and animations. We'll discuss its potential applications (both good and bad), ways of...
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Kaggle Earthquake Prediction Challenge
Data Science coding challenge time! The popular Data Science competition website Kaggle has an ongoing competition to solve the problem of earthquake prediction. Given a dataset of seismographic activity from a laboratory simulation, participants are asked to create a predictive model for...
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Regression Mathematics
Everyone needs to understand regression! Its a useful data science technique that allows us to understand the relationship between different variables. In this video, we'll play the role of a newly hired data analyst at a genetics company trying to find the relationship between advertising…
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Big Data Visualization - Data Lit #3
There are so many different ways to visualize data! We're going to learn about the major types of visualizations (relationships, correlations, comparisons) as well as discuss some of the many powerful visualization tools that are available to us. Google Charts, Tableau, there are a lot! We'll…
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Intro to Statistics - Data Lit #2
Statistics is crucial to Data Science! In fact, the phrase Data Science was first used in a Statistics conference title. In this video, I'll cover 3 key concepts from Statistics that every Data Scientist needs to know. Statistical features, probability distributions, and Bayesian statistics will…
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Kaggle Days
This past week Kaggle invited me to attend an event they hosted called Kaggle Days in Paris, France. Kaggle Days are a global series of offline events for seasoned data scientists and Kagglers. It was a lot of fun! I met some really interesting people from all over the world and the venue they...
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Sentiment Analysis - Data Lit #1
Welcome to Data Lit! This 3 month course is an intro to data science for beginners. In this video, i'll explain how a popular data science technique called sentiment analysis works using a real-world scenario. We'll play the role of a data scientist working at a startup making a personal…
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Deep Learning Frameworks 2019
Which deep learning framework should you use? In this video I'll compare 10 deep learning frameworks across a wide variety of metrics. PyTorch, Tensorflow, MXNet, Chainer, CNTK, Sonnet, DeepLearning4J, CoreML, ONNX, we've got a lot to cover in this video! Using code, programmatic features, and...
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AI Humanities (Book Review)
Welcome to AI Humanities! I'm going to review 10 books that I've recently read in this video. I've formed these books into a sequential curriculum that serve as an "AI Humanities" elective class at School of AI. Literature Humanities was one of the few classes at Columbia I enjoyed, and I'm…
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Data Lit (Music Video)
Make the data lit! This lyrics of this music video are actually educational and they serve as an introductory lecture on AI. This video also acts as a teaser trailer for my upcoming, free 3 month Data Science course for beginners titled "Data Lit" at School of AI (Jan 28 start date). 2019 is our...
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DeepMind AlphaFold
DeepMind, an AI lab & complete outsider to the field of molecular biology, beat top pharmaceutical companies with 100K+ employees like Pfizer, Novartis, etc. at predicting protein structures. This is huge! DeepMind didn't yet release the paper or code, so I browsed the CASP reports and different...
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Neural Differential Equations
This won the best paper award at NeurIPS (the biggest AI conference of the year) out of over 4800 other research papers! Neural Ordinary Differential Equations is the official name of the paper and in it the authors introduce a new type of neural network. This new network doesn't have any layers!...
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Kubernetes for Beginners
Kubernetes is one of the highest velocity open source projects in history. Its a tool that enables developers to manage 'containerized' apps in the cloud easily. In this tutorial video, I'll deploy an image classifier app built in python to the cloud using Kubernetes. It's a 3 step process, and...
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AI in 2019
2018 has been an eventful year for AI to say the least! We've seen advances in generative models, the AlphaGo victory, several data breach scandals, and so much more. I'm going to briefly review AI in 2018 before giving 10 predictions on where the space is going in 2019. Prepare yourself, my...
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The Problem with Blockchain
The blockchain space has seen its fair share of issues in 2018. This technology enabled anyone, anywhere to create their own market programmatically. The result was incredible innovation, many high profile scams, and a lot of hard lessons on what doesn't work. I authored a book on this space...
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5 Steps to Pass Data Science Interviews
Data Science is becoming more and more popular as a career choice since it offers both lucrative salaries and the opportunity to have high impact. The Data Science interview process is challenging, but with dedicated practice you can succeed. In this video, I'll outline the 7 steps to pass any…
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Geometric Deep Learning
Geometric Deep Learning is able to draw insights from graph data. That includes social networks, sensor networks, the entire Internet, and even 3D Objects (if we consider point cloud data to be a graph). I'll explain how it works via a demo of me using a graph convolutional network to classify...
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Privacy in Data Science
Learning the tools that preserve user privacy is going to become an increasingly important skillset for all aspiring data scientists to learn in the coming months. Legal frameworks like GDPR are being proposed all around the world as people realize how valuable their data is, so data scientists...
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School of AI Campuses
We are School of AI! Our mission is to offer a world-class AI education to anyone on Earth for free. Our doors are open to all those who wish to learn. We are a learning community that spans almost every country dedicated to teaching our students how to make a positive impact in the world using…
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IBM Watson Discovery
This video is sponsored by IBM. Watson Discovery is an IBM Cloud service which allows you to unlock hidden value in data to find answers, monitor trends, and surface patterns using the world’s most advanced cloud-native insight engine. Watson Discovery ships with natural language processing...
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Biotechnology
A Chinese scientist recently claimed to have created the first genetically modified human embryos. Using a technology called CRISPR, he made twin baby girls resistant to HIV before they were born. This opened up serious debate across the world on the implications of this technology. I'm going to...
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Quantum Computing with D-Wave
D-Wave’s Leap service is the first cloud based quantum application environment that gives developers real-time access to a live quantum computer. In this video, we’ll use the Leap service to build a simple application to monitor a crop health sensor network. I've been collaborating with D-Wave on...
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Brain Computer Interfaces
I've laid out the blueprint for a brain computer interface called "The Link". This is a device that uses DNA for processing and storage, temporal interference to alter brain states, and infrared spectroscopy to read brain states. Its powered using your body heat, noninvasive, and waterproof. This...
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AI in China
The Chinese state run news agency Xinhua recently revealed the first Artificial Intelligence news anchor. They're now able to generate video of a newscaster using a model trained on real newscaster data and use it to disseminate information 24/7. When I saw this, I knew it was time to start...
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AI that Dresses Itself
A team of researchers at Google Brain and Georgia Tech developed an AI that learned how to dress itself using various types of clothing. They demonstrated their technology by presenting a video that shows an animated figure gracefully putting on clothing, and the most interesting part is that it...
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Time Series Prediction
Time series is the fastest growing category of data out there! It's a series of data points indexed in time order. Often, a time series is a sequence taken at successive equally spaced points in time. In this video, I'll cover 8 different time series techniques that will help us predict the price...
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Move 37 Explained
Why was AlphaGo's Move 37 against Lee Sedol so significant? Why was it so important that I named my 10 week course on deep reinforcement learning on it? In this final video of my course, I'll explain what move 37 symbolized for humanity and detail 3 examples of how it will affect healthcare,...
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Drone Flight Controller
Drones are being used in real world applications around the world! They can help detect anomalies in crop yields, provide companies with physical assets a real-time continuous data stream, and help secure locations by giving teams an aerial view. We'll learn how a dron can learn to navigate a...
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7 Ways to Make Money with Machine Learning
Machine Learning is an amazing technology, but how are you supposed to earn a living from it? In this video, I'll break down 7 ways that anyone can earn money from anywhere in the world using machine learning. We''ll start by taking a look at whats called the "AI Value Chain" to learn who is...
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Learn Data Science in 3 Months
I've created a 3 month curriculum to help you go from absolute beginner to proficient in the art of data science! This open source curriculum consists of purely free resources that I’ve compiled from across the Web and has no prerequisites, you don’t even have to have coded before. I’ve designed…
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Artificial Curiosity
Curiosity is something that all humans exhibit in some way throughout their lives. Recently, a team at Berkeley published a paper on Curiosity driven learning, and they demonstrated how it helped enable their AI agent to learn how to play the popular game Super Mario Brother very efficiently with...
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Boston Dynamics Atlas Explained
Boston Dynamics released yet another incredible video of its bipedal humanoid robot, this time performing parkour by jumping on a series of boxes. In this video, i'll explain how it works at both a hardware and software level. Their real value lies in the specific type of software they are using,...
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Meta Learning
Meta learning describes the concept of 'learning to learn'. What if we could have AI learn how to optimize itself? An AI could learn the optimal hyper-parameters, architecture, and even dataset! Its a really interesting topic, and in this video I'll describe some meta learning techniques and…
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Simple Blockchain in 5 Minutes
A blockchain is a data structure that was first introduced by Satoshi Nakamoto in the Bitcoin protocol white paper almost a decade ago. Bitcoin's blockchain stores transaction data, but we can store any type of data in a blockchain. Ethereum, for example, enables users to store code snippets…
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The Anti Facebook
Facebook is the worlds largest social network with over 2 billion monthly users at the time of this video. It's flagship product, the 'news feed', uses an AI algorithm to personalize the content that each user sees. This AI optimizes for a users attention, as thats what drives its ad revenue…
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Computer Vision with Intel
Intel released a toolkit that allows developers to build applications that emulate human vision across multiple platforms. The OpenVINO toolkit is based on convolutional neural networks (CNN) and it extends workloads across Intel hardware (including accelerators) and maximizes performance. In…
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SQL Database Optimization
We can use deep reinforcement learning to optimize a SQL database, and in this video we'll optimize the ordering of a series of SQL queries such that it involves the minimum possible memory/computation footprint. Deep RL involves using a neural network to approximate reinforcement learning...
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ABOUT THIS SHOW
I'm Siraj. I'm on a warpath to inspire and educate developers to build Artificial Intelligence. Games, music, chatbots, art, i'll teach you how to make it all yourself.We are the fastest growing AI community in the world. Our mission: Solve AI. Use it to benefit humanity.I've been calledBill Nye of Computer ScienceKanye of CodeBeyonce of Neural NetworksOsain Bolt of LearningChuck Norris of PythonJesus Christ of Machine Learningbut it's the other way. They are the Siraj Raval of XI do this alone. All content was by me. And the writing will always be my own, I will never delegate that. Every word I speak comes from my soul. It's real. Follow me on Twitter and Facebook! Twitter: http://www.twitter.com/sirajravalFacebook: https://www.facebook.com/sirajology/?fref=tsIf you found my videos useful, I'd love your support on Patreon :) https://www.patreon.com/user?ty=h&u=3191693In the event of my demise, you must finish what I've started here. Thanks for watching!
HOSTED BY
Siraj Raval
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