Welcome to another Python 3 basics tutorial. This tutorial is going to be covering the basics of classes in python. For the most part, I just want you to just understand how to read and understand a class' workings. You can think of classes as groupings of functions, usually. Classes quickly work their way into "intermediate" programming, so hopefully I can just help you understand how they work and how to follow code that uses them.

Sample code for this basics series: http://pythonprogramming.net/b....eginner-python-progr

Python 3 Programming tutorial Playlist: http://www.youtube.com/watch?v=oVp1vrfL_w4&feature=share&list=PLQVvvaa0QuDe8XSftW-RAxdo6OmaeL85M

http://seaofbtc.com
http://sentdex.com
http://hkinsley.com
https://twitter.com/sentdex

Bitcoin donations: 1GV7srgR4NJx4vrk7avCmmVQQrqmv87ty6

GAN Theft Auto is a Generative Adversarial Network that recreates the Grand Theft Auto 5 environment. It is created using a GameGAN fork based on NVIDIA's GameGAN research.

With GAN Theft Auto, the neural network *is* the environment and you can play within it.

Github: https://github.com/sentdex/GANTheftAuto/

Unboxing and reviewing the DGX Station A100 80GB: https://www.youtube.com/watch?v=0mAesfFt4us

Neural Networks from Scratch book: https://nnfs.io

Channel membership: https://www.youtube.com/channe....l/UCfzlCWGWYyIQ0aLC5
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An updated deep learning introduction using Python, TensorFlow, and Keras.

Text-tutorial and notes: https://pythonprogramming.net/....introduction-deep-le

TensorFlow Docs: https://www.tensorflow.org/api_docs/python/
Keras Docs: https://keras.io/layers/about-keras-layers/

Discord: https://discord.gg/sentdex

My home lab journey.

Part 2: https://youtu.be/BVWmstt0AWM

Server rack:
StarTech.com 42U 19" Open Frame Server Rack - 4 Post Adjustable Depth 22-40" https://amzn.to/3NSeQ8B

Rails:
1U 19 inch Server Rack Rails: https://amzn.to/3OhHHD9

Switch:
10G 8 Port TP-Link switch: https://amzn.to/3NTRRKn

NAS Build:
Case: Rosewill 4U 12-bay hot swap server rack casing: https://amzn.to/3xks2fm
Motherboard: GIGABYTE Z590 AORUS Master: https://amzn.to/3tzCHlj
CPU: Intel® Core™ i5-11600K: https://amzn.to/3Of9W5f
RAM: Corsair Vengeance LPX 32GB: https://amzn.to/3NUJM80
Power Supply: Corsair RM850x: https://amzn.to/3xLYqJh
4x 18TB: Seagate Exos X18 18TB Enterprise HDD: https://amzn.to/3MKwM3H
3x 120mm Noctua fans: https://amzn.to/3QlXi6j
2x 80mm Noctua fans: https://amzn.to/3xOFb1w

Super quiet Puget Workstation build: https://hubs.ly/H0-By8Q0

PCIe SATA Expansion: https://amzn.to/3Odm9Yi

TrueNAS Core 12.0 install tutorial video I used: https://www.youtube.com/watch?v=nVRWpV2xyds

Neural Networks from Scratch book: https://nnfs.io
Channel membership: https://www.youtube.com/channe....l/UCfzlCWGWYyIQ0aLC5
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Contents:
00:00 - Server rack types
00:30 - StarTech 42U 4 Post Open Frame Server Rack
01:15 - Network Area Storage (NAS)
02:42 - Prebuilt NAS Options (QNAP vs Synology)
03:36 - Custom-built rack-mount NAS
07:52 - Server rack Power Distribution Unit (PDU) (Tripplite PDU1230)
09:48 - Server Rack/Homelab networking (TP-Link TL-SX1008) 8x 10G
11:35 - StarTech 1U 19" Server Rack Rails
12:21 - TrueNAS 13 w/ RAIDZ1
14:03 - Why HomeLab?

#homelab #server

My thoughts and some examples of Github Copilot.

Neural Networks from Scratch book: https://nnfs.io
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#python #copilot

Using some basic computer vision techniques with #Python and #OpenCV to have a simple AI walk around in #cyberpunk2077.

Series playlist: https://www.youtube.com/playli....st?list=PLQVvvaa0QuD

Sample code: https://github.com/Sentdex/cyberpython2077

Keys file: https://github.com/Sentdex/pyg....ta5/blob/master/keys
Grabscreen file: https://github.com/Sentdex/pyg....ta5/blob/master/grab

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Imagine an AI where, all in the same model you could Translate languages, Write code, solve crossword puzzles, Be a chatbot and do a whole bunch of other crazy things.

In this video, we check out the BLOOM large language model. A free and totally open source 176B parameter LLM.

BLOOM model: https://huggingface.co/bigscience/bloom

Quick examples of running BLOOM locally and/or via API: https://github.com/Sentdex/BLOOM_Examples

Neural Networks from Scratch book: https://nnfs.io
Channel membership: https://www.youtube.com/channe....l/UCfzlCWGWYyIQ0aLC5
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Reddit: https://www.reddit.com/r/sentdex/
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Contents:

0:00 - BLOOM model basics
3:05 - What's a Large Language Model (LLM)?
4:06 - What's Prompting?
6:40 - BLOOM Training Data & Model Behavior
9:09 - Tokens & Tokenization
12:03 - Using your $5M AI (How to prompt)
16:49 - Advanced Prompt examples
21:16 - What's Next?


#deeplearning #artificialintelligence

Learning how to read EEG data in Python for the purposes of creating a brain computer interface with hopes of doing things like controlling characters in a game and hopefully much more!

https://openbci.com/

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#BCI #EEG #Python

Tinkering with reinforcement learning via Stable Baselines 3 and Starcraft 2.

Code and model: https://github.com/Sentdex/SC2RL

Stable Baselines 3 tutorial: https://pythonprogramming.net/....introduction-reinfor

Neural Networks from Scratch book: https://nnfs.io
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#artificialintelligence #machinelearning #python

Welcome to a tutorial for building artificial intelligence agents within Blizzard's Starcraft 2 game. I visited this topic some years ago, but quite a bit has changed, so I figured I would revisit it again. For those of you who are new to Starcraft 2 (SC2) or it's been a while, the game at a basic level is actually fairly easy to understand. In order to be highly competitive, lots of factors can indeed come into play, but if you're looking for a fun environment to try your programming and maybe even deep learning/reinforcement learning skills, this is a pretty good choice.

Text-based tutorial: https://pythonprogramming.net/....intro-python-sc2-int

Asyncio basics: https://pythonprogramming.net/....asyncio-basics-inter

Neural Networks from Scratch book: https://nnfs.io
Channel membership: https://www.youtube.com/channe....l/UCfzlCWGWYyIQ0aLC5
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Pondering the future of user interfaces with advancements in natural language processing and artificial intelligence

Tweet in reference: https://twitter.com/c_valenzue....lab/status/157444845

Neural Networks from Scratch book: https://nnfs.io
Channel membership: https://www.youtube.com/channe....l/UCfzlCWGWYyIQ0aLC5
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Welcome to a tutorial series covering how to do reinforcement learning with the Stable Baselines 3 (SB3) package. The objective of the SB3 library is to be for reinforcement learning like what sklearn is for general machine learning.

Text-based tutorial and sample code: https://pythonprogramming.net/....introduction-reinfor

Neural Networks from Scratch book: https://nnfs.io
Channel membership: https://www.youtube.com/channe....l/UCfzlCWGWYyIQ0aLC5
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OpenAI's ChatGPT AI (a neural network) functioning as a Linux system that I am able to navigate, read, write and execute scripts on.

Neural Networks from Scratch book: https://nnfs.io
Channel membership: https://www.youtube.com/channe....l/UCfzlCWGWYyIQ0aLC5
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OpenAI's Whisper is a speech to text, or automatic speech recognition model. It is a "weakly supervised" encoder-decoder transformer trained on 680,000 hours of audio. Not only can it transcribe English, it can transcribe 96 other languages along with also being able to translate from those languages to English.

Neural Networks from Scratch book: https://nnfs.io
Channel membership: https://www.youtube.com/channe....l/UCfzlCWGWYyIQ0aLC5
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Building neural networks from scratch in Python introduction.

Neural Networks from Scratch book: https://nnfs.io

Playlist for this series: https://www.youtube.com/playli....st?list=PLQVvvaa0QuD

Python 3 basics: https://pythonprogramming.net/....introduction-learn-p
Intermediate Python (w/ OOP): https://pythonprogramming.net/....introduction-interme

Mug link for fellow mug aficionados: https://amzn.to/2xcyfPC

Channel membership: https://www.youtube.com/channe....l/UCfzlCWGWYyIQ0aLC5
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#nnfs #python #neuralnetworks

ChatGPT is the latest GPT style generative AI model from OpenAI, which, at it's most basic level acts as a chatbot, but this back and forth structure allows for many complex capabilities.

Chat with ChatGPT here: https://chat.openai.com/chat

Operating system example with the script writing to a file: https://twitter.com/Sentdex/status/1600609223548739585?t=3KJw_yb6hPjDNbQoI27ScA&s=19

Neural Networks from Scratch book: https://nnfs.io
Channel membership: https://www.youtube.com/channe....l/UCfzlCWGWYyIQ0aLC5
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