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Applications of Deep Neural Networks Course Overview (1.1, Spring 2022)

Spring 2022 Version. Applications of deep neural networks is a course offered in a hybrid format by Washington University in St. Louis. This course introduces Keras deep neural networks and highlights applications that neural networks are particularly adept at handling compared to previous machine learning models. Deep learning is a group of exciting new technologies […]
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Setting Up CUDA, CUDNN, Keras, and TensorFlow on Windows 11 for GPU Deep Learning

Complete walkthrough of installing TensorFlow/Keras with GPU support on Windows 11. We make use of a “pip install” rather than conda, to ensure that we get the latest version of TensorFlow. This requires installing Visual C++, CUDA, CuDNN, as well as the Python libraries. Guide: https://github.com/jeffheaton/t81_558_deep_learning/blob/master/install/manual_setup2.ipynb 0:54 Installation Guides 2:03 Step 1: NVIDIA Video Driver […]
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Is this a bug or a feature in Python?

Is this a bug or a feature in Python? Do you know the explanation? ⭐ Join Our Discord : https://discord.gg/FHMg9tKFSN ~~~~~~~~~~~~~~~ CONNECT ~~~~~~~~~~~~~~~ 🖥️ Website: https://www.python-engineer.com 🐦 Twitter – https://twitter.com/python_engineer ✉️ Newsletter – https://www.python-engineer.com/newsletter 📸 Instagram – https://www.instagram.com/patloeber 🦾 Discord: https://discord.gg/FHMg9tKFSN ▶️ Subscribe: https://www.youtube.com/channel/UCbXgNpp0jedKWcQiULLbDTA?sub_confirmation=1 ~~~~~~~~~~~~~~ SUPPORT ME ~~~~~~~~~~~~~~ 🅿 Patreon – https://www.patreon.com/patrickloeber #Python #shorts Source […]
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How to learn data science with Coursera in 2022 (beginner-friendly)

This video details how to create your own beginner-friendly curriculum using Notion to learn Python, data science and machine learning on Coursera in 2022. Get $100USD off Coursera Plus yearly (before Jan 13) – https://dbourke.link/coursera-plus-2022-deal Notion data science curriculum template – https://dbourke.link/coursera-notion-template-2022 Note: some links are affiliate links which means if you click one and […]
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EAGER IN PRODUCTION | MICHAEL SUO

With TorchScript, PyTorch provides ease-of-use and flexibility in eager mode, while seamlessly transitioning to graph mode for speed, optimization, and functionality in C++ runtime environments. In this talk, Michael Suo (Software Engineer, Meta AI) covers our journey enabling PyTorch eager mode execution in production at Meta. He’ll also discuss the technical challenges involved in packaging, […]
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533
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061: Interpolation, Extrapolation and Linearisation (Prof. Yann LeCun, Dr. Randall Balestriero)

We are now sponsored by Weights and Biases! Please visit our sponsor link: http://wandb.me/MLST Yann LeCun thinks that it’s specious to say neural network models are interpolating because in high dimensions, everything is extrapolation. Recently Dr. Randall Bellestrerio, Dr. Jerome Pesente and prof. Yann LeCun released their paper learning in high dimensions always amounts to […]
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263
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Create a Task Manager App for the Terminal with Python (Rich, Typer, Sqlite3)

In this Python Tutorial we learn how to build a terminal application (CLI app) to manage our tasks and todos. We use Typer for building the CLI app, Rich for a colorized terminal output, and SQLite for the database. Get my Free NumPy Handbook: https://www.python-engineer.com/numpybook ✅ Write cleaner code with Sourcery, instant refactoring suggestions in […]
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Getting Started with Encryption in 2022

When you think of encryption you probably think of highly comjplex algorithms like SHA-256, but you can actually get unbreakable encryption with only a few lines of python. We’ll see how in this tutorial. We are going to cover 3 of the fundamental algorithms in encryption: the Caesar cipher, the Vignere cipher, and the one […]
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How to confuse a Python developer

How to confuse a Python developer. Do you know the explanation? ⭐ Join Our Discord : https://discord.gg/FHMg9tKFSN ~~~~~~~~~~~~~~~ CONNECT ~~~~~~~~~~~~~~~ 🖥️ Website: https://www.python-engineer.com 🐦 Twitter – https://twitter.com/python_engineer ✉️ Newsletter – https://www.python-engineer.com/newsletter 📸 Instagram – https://www.instagram.com/patloeber 🦾 Discord: https://discord.gg/FHMg9tKFSN ▶️ Subscribe: https://www.youtube.com/channel/UCbXgNpp0jedKWcQiULLbDTA?sub_confirmation=1 ~~~~~~~~~~~~~~ SUPPORT ME ~~~~~~~~~~~~~~ 🅿 Patreon – https://www.patreon.com/patrickloeber #Python #shorts Source of this Python/AI […]
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EASY PYTHON CODE TRANSFORMATION WITH TORCH.FX | JAMES REED

torch.fx is a toolkit that allows you to perform source-to-source transformations of PyTorch nn.Module instances. It also gives you the capability to capture a description of the Module’s code, manipulate the code in a graph-based Intermediate Representation (IR), and generate Python code from that intermediate representation. In this talk, James Reed (Software Engineer, Meta AI) […]
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SingularityNET: AGI-21 Conference Day 1 – Room 2 – NARS Tutorial and Workshop

This is a repost of Day 1 – Room 2. More info: http://agi-conf.org/2021/schedule/ —- SingularityNET is a decentralized marketplace for artificial intelligence. We aim to create the world’s global brain with a full-stack AI solution powered by a decentralized protocol. We gathered the leading minds in machine learning and blockchain to democratize access to AI […]
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31 ESSENTIAL Python String Methods

Strings are an essential data type in Python that are used in nearly every application. In this tutorial we learn about the 31 most important built-in string methods. Get my Free NumPy Handbook: https://www.python-engineer.com/numpybook ✅ Write cleaner code with Sourcery, instant refactoring suggestions in VS Code & PyCharm: https://sourcery.ai/?utm_source=youtube&utm_campaign=pythonengineer * ⭐ Join Our Discord : […]
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49
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Recognizing Multiple Images with YOLOv5 (6.5)

YOLOv5 is a pretrained neural network that you can use to recognize multiple items in the same image. This recognition can be performed on a single image or on a live video stream. This video shows you how to setup and use YOLO for use with Python. Code for This Video: https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_06_5_yolo.ipynb Course Homepage: https://sites.wustl.edu/jeffheaton/t81-558/ […]
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ACCELERATING PYTORCH NETWORKS WITH NATIVE CUDA GRAPHS SUPPORT | MICHAEL CARILLI

PyTorch networks running on high-throughput NVIDIA GPUs are frequently limited by CPU overhead. A CUDA Graph is a record of GPU operations that can be replayed with a single call, which incurs much less CPU overhead than dispatching ops one at a time. Pytorch 1.10 introduces a Python API for CUDA graphs. By creating a […]
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OUTGROWING NUMPY | DOUGAL MACLAURIN

PyTorch gives us GPUs and automatic differentiation through a NumPy-like programming model: you call into well-optimized numerical kernels from a dynamic host language, Python. The NumPy model is battle-tested and well-loved, and it’s particularly well suited to automatic differentiation with GPU-style parallelism. But it’s expressiveness limitations are well known. How do we move beyond it […]
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Super Quick Python Refactoring Tips

In this Python Tutorial I show you another 8 quick Python refactoring tips for cleaner and more Pythonic code. This is part 2 of my refactoring code series. ✅ Sourcery – Free VS Code & PyCharm Extension for Refactoring: https://sourcery.ai/?utm_source=youtube&utm_campaign=pythonengineer * Refactoring video part 1: https://youtu.be/rp1QR3eGI1k Get my Free NumPy Handbook: https://www.python-engineer.com/numpybook ⭐ Join Our […]
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370
10:12

Introduction to object detection on Raspberry Pi

In the first episode of Machine Learning for Raspberry Pi, learn how to download a pre-trained TensorFlow Lite object detection model and deploy it to your Raspberry Pi. This model can be used to recognize general objects such as an apple, a television, or a car. 00:00 Welcome to the Machine Learning for Raspberry Pi […]
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13:24

Image Processing in Python for Keras Neural Networks (6.1)

Reading and processing images is important for deep learning and Keras. This video shows how to load images from files, resize, and make other adjustments to get these images into form that can be used by neural networks. Code for This Video: https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_06_1_python_images.ipynb Course Homepage: https://sites.wustl.edu/jeffheaton/t81-558/ Follow Me/Subscribe: https://www.youtube.com/user/HeatonResearch https://github.com/jeffheaton Tweets by jeffheaton Support Me […]
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75
00:45

How to execute a Program or System Command from Python #Shorts

This video shows how to run a system command from Python and how to execute another program. ⭐ Join Our Discord : https://discord.gg/FHMg9tKFSN If you enjoyed this video, please subscribe to the channel: ▶️ : https://www.youtube.com/channel/UCbXgNpp0jedKWcQiULLbDTA?sub_confirmation=1 We go over the following options: subprocess.run() os.system() subprocess.Popen() ~~~~~~~~~~~~~~~ CONNECT ~~~~~~~~~~~~~~~ 🖥️ Website: https://www.python-engineer.com 🐦 Twitter – https://twitter.com/python_engineer […]
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SingularityNET: Sophia the Robot is Recruiting for SingularityNET!!

SingularityNET is looking for a variety of people in our tech and software development departments as well as our business development and marketing departments. We would love to hear from people who would like to join us build the future revolution of Artificial Intelligence! For a list of the current roles and how you can […]
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How to learn data science for $1

Coursera is having a promotion over the next couple of weeks to give access to all of the courses in Coursera Plus for $1 USD for the first month. If you’re interested in learning data science, machine learning, Python or getting Google certified, now’s the time to try. Coursera deal – https://dbourke.link/coursera-cyber-deal-2021 Offer valid from […]
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10:30

Getting Started with Colab for Python and Data Science

In this video I review some tricks and tips for CoLab. Transferring files, installing libraries, using the pro terminal mode, and dealing with timeouts. 1:02 GitHub Badge for Google Colab 1:43 Choose an Instance 1:54 Installing Libraries 2:06 Terminal (pro) 2:51 Running Pip Install 3:45 Running UNIX Commands 3:52 Colab File Space 6:10 Uploading and […]

SingularityNET: Sophia the Robot Announcement

SingularityNET is looking for a variety of people in our tech and software development departments as well as our business development and marketing departments. We would love to hear from people who would like to join us build the future revolution of Artificial Intelligence! For a list of the current roles and how you can […]

Master Pattern Matching In 5 Minutes | All Options | Python 3.10

Master the new Pattern Matching Feature in this Python 3.10 tutorial. We have a look at all the different code syntax options. Get my Free NumPy Handbook: https://www.python-engineer.com/numpybook ✅ Write cleaner code with Sourcery, instant refactoring suggestions in VS Code & PyCharm: https://sourcery.ai/?utm_source=youtube&utm_campaign=pythonengineer * 🪁 Code faster with Kite, AI-powered autocomplete that integrates into VS […]