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This Convolutional neural network tutorial (CNN) will help you understand what is a convolutional neural network, how CNN recognizes images, what are layers in the convolutional neural network and at the end, you will see a use case implementation using CNN. A CNN is also known as a "ConvNet". Convolutional networks can also perform optical character recognition to digitize text and make natural-language processing possible on analog and hand-written documents. CNN can also be applied to sound when it is represented visually as a spectrogram. Now, let's deep dive into this video to understand what is CNN and how do they actually work.

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Below topics are explained in this CNN tutorial (Convolutional Neural Network Tutorial)
1. Introduction to CNN
2. What is a convolutional neural network?
3. How CNN recognizes images?
4. Layers in convolutional neural network
5. Use case implementation using CNN

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Simplilearn’s Deep Learning course will transform you into an expert in deep learning techniques using TensorFlow, the open-source software library designed to conduct machine learning & deep neural network research. With our deep learning course, you’ll master deep learning and TensorFlow concepts, learn to implement algorithms, build artificial neural networks and traverse layers of data abstraction to understand the power of data and prepare you for your new role as deep learning scientist.

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STAR WARS: THE OLD REPUBLIC Full Movie 8K 60FPS Upscaled (Remastered with Machine Learning AI) UHD

Star Wars The Old Republic All Cinematic Trailers

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Links to Source Trailers if you want to see what they originally looked liked on their own:

Return Cinematic Trailer - https://www.youtube.com/watch?v=mm4JEZudf0c
Hope Cinematic Trailer - https://www.youtube.com/watch?v=1ToztqqDcaY
Deceived Cinematic Trailer - https://www.youtube.com/watch?v=YdgmH9Vv2-I
Sacrifice Cinematic Trailer - https://www.youtube.com/watch?v=Nzq9epS2b1A
Betrayed Cinematic Trailer - https://www.youtube.com/watch?v=LbpDxrew4A0

You can check out more of our upscales here: https://www.youtube.com/playli....st?list=PL1cvljv8vQm

I used Gigapixel AI to upscale and enhance the original videos, and we feel the results are quite good. I also used DAIN to make the original 30 frame videos into 60 frames per second (one of them was original 24fps and we interpolated it to 48fps). If you're watching on a phone then you're likely won't see too much of a difference, but if you're on a desktop or tv and are watching in 2K, 4k or 8K you should see a stark difference, especially if you click on the original videos after to see how grainy and blurry they look now on modern monitors. Even if you don't have an 4K or 8K monitor, you can still click on those options to get a better bitrate and quality. The only issue is you might get frame lag. If that's the case you might want to check your settings on Chrome to see if you have hardware acceleration on, in many cases that will help with the lag. Let us know what other upscales you'd like to see. Hope you enjoy!

00:00 Return
06:01 Hope
11:01 Deceived
14:14 Sacrifice
18:10 Betrayed
24:05 Return Comparison With Original
29:52 Hope Comparison With Original
34:51 Deceived Comparison With Original
38:03 Sacrifice Comparison With Original
42:00 Betrayed Comparison With Original
47:54 Outro


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As with his previous incarnations, Godzilla can release pulses of radioactive energy. He first demonstrated this in Godzilla: King of the Monsters where, after absorbing the radiation of a nuclear blast and Mothra’s life force, Godzilla starts to heat up with a fiery red glow, burning and melting objects in his vicinity while becoming completely immune to Ghidorah's gravity beams. This energy overload grants him control over tremendously powerful thermonuclear pulses that incinerates most of Ghidorah's body and a large portion of Boston with him. The shape of these particular pulses also resembles Mothra's wings while the sound of the explosions resembles Mothra's screech, for this ability is a result of Godzilla and Mothra's symbiotic bond, and can only be used in the most specific of circumstances.

I edited the scene a little, removing some irrelevant humans parts, keeping it as seamless and objective as possible, focusing only on the Kaijus.

Source: 3840x2160
Upscale: 7680x4320

© 2019 Warner Bros. Entertainment Inc.

#Godzilla​ #KingGhidorah #8K​ #Kaiju

NASA have made a wheel capable of withstanding tough Martian terrain, but just how indestructible is it? Head to https://hensonshaving.com/veritasium and enter code 'Veritasium' for 100 free blades with the purchase of a razor. Make sure to add both the razor and the blades to your cart for the code to take effect.

▀▀▀
A huge thanks to everyone at NASA Glenn Research Center for having us at the SLOPE Lab, showing their work on this indestructible tire, and helping with the science and animation.
A huge thanks to everyone at Smart Tire Co for showing us around their facility, teaching us about nitinol, and letting us flatten their tires.

▀▀▀
References:

Steel Rod Footage - https://ve42.co/SteelRod

H. Föll. 8.4.1 - Martensite. University of Kiel, Faculty of Engineering - https://ve42.co/Foell

Bhattacharya, K. (1998). Theory of martensitic microstructure and the shape-memory effect - https://ve42.co/Bhattacharya1998

Bhattacharya, K. (2003). Microstructure of martensite: why it forms and how it gives rise to the shape-memory effect (Vol. 2). Oxford University Press. - https://ve42.co/MartensiteBook

Shaw, J. A. (2008). Tips and tricks for characterizing shape memory alloy wire: part 1—differential scanning calorimetry and basic phenomena. Experimental Techniques - https://ve42.co/Shaw2008

Buehler, W. J., Gilfrich, J. V., & Wiley, R. C. (1963). Effect of low‐temperature phase changes on the mechanical properties of alloys near composition TiNi. Journal of applied physics, 34(5), 1475-1477.

Kauffman, G. B., & Mayo, I. (1997). The story of nitinol: the serendipitous discovery of the memory metal and its applications. The chemical educator, 2, 1-21. - https://ve42.co/Kauffman1997

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Emil Abu Milad, Tj Steyn, meg noah, Bernard McGee, KeyWestr, Amadeo Bee, TTST, Balkrishna Heroor, John H. Austin, Jr., john kiehl, Anton Ragin, Benedikt Heinen, Diffbot, Gnare, Dave Kircher, Burt Humburg, Blake Byers, Evgeny Skvortsov, Meekay, Bill Linder, Paul Peijzel, Josh Hibschman, Mac Malkawi, Juan Benet, Ubiquity Ventures, Richard Sundvall, Lee Redden, Stephen Wilcox, Marinus Kuivenhoven, Michael Krugman, Cy ‘kkm’ K’Nelson, Sam Lutfi.

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Written by Derek Muller, Katie Barnshaw, & Emily Zhang
Edited by Trenton Oliver
Animated by Mike Radjabov & Ivy Tello
Coordinated by Emily Zhang
Filmed by Derek Muller, Emily Zhang & Raquel Nuno
Additional video/photos supplied by Getty Images & Pond5
Music from Epidemic Sound
Produced by Derek Muller, Petr Lebedev, & Emily Zhang
Thumbnail by Ignat Berbeci

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Dr. B.S. Manjunath, distinguished professor in the Department of Electrical & Computer Engineering at UC Santa Barbara, discusses the use of computer video technology to assist with visual analysis of issues like human stress and disease, methane gas release, and underwater mapping. He also discusses what we know about human vision, how it works compared to how computer vision works. Recorded on 10/21/2021. [4/2022] [Show ID: 37871]

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Science and technology continue to change our lives. University of California scientists are tackling the important questions like climate change, evolution, oceanography, neuroscience and the potential of stem cells.

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🔥 Full Stack Developer Course(Masters Program): https://www.edureka.co/masters....-program/full-stack-

In this video on *Web Development Tutorial*, we will learn the basics of HTML, CSS, and JavaScript. We’ll explore these technologies through practical applications, such as creating a form. Whether you're a beginner or an intermediate developer looking to add some interesting skills, this video will cover the fundamental aspects of web development. Join us as we discover how HTML, CSS, and JavaScript can be used to build web applications.

✅ 00:00 - Introduction Web Development
✅ 03:34 - Why Should You Learn Web Development
✅ 05:10 - What is Web Development
✅ 07:55 - Setting up Development Environment
✅ 13:33 - Basics of HTML
✅ 29:21 - Basics of CSS
✅ 58:10 - Build a Form Using HTML,CSS, and JavaScript
✅ 01:14:39 - Concepts of JavaScript

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What is Edureka’s Full Stack Development Masters Program?

The Full Stack Web Development Certification Masters Program is a structured learning path recommended by leading industry experts, which ensures that you transform into a Full Stack Developer. In order to become one, you need to master skills related to front-end and back-end programming. And Full Stack development course by Edureka aims to provide you with in-depth knowledge of entire web development programming skills
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Why should I enroll in the Full Stack Development Course?

It is possible to become a full-stack developer in just two months but it also requires learning multiple technologies and frameworks. You have to manage time efficiently for focused learning, you can make significant progress in that time
- - - - - - - - - - - - - -
What are the prerequisites for enrollment in the Full Stack Developer Certificate Course?

There are no particular skill sets or any other prerequisites for enrolling in the Full Stack Web Developer Masters Program. Whether you are an experienced professional working in the IT industry or an aspirant planning to enter the world of web development, our Full Stack Masters Program is designed and developed to accommodate various professional backgrounds.

For more information, please write back to us at [email protected] or call us at IND: 9606058406 / US & Others: +18885487823 (toll-free)

#webdevelopmenttutorial #webdevelopmentforbeginners #webdevelopment #html #css #javascript

Can we measure memories in networks of neurons in bytes? Or should we think of our memory differently?

Submission to the Summer of Math Exposition 2022 (#SoME2). More information: https://summerofmathexposition.....substack.com/p/the-

Time stamps:
0:00 - Where is your memory?
1:41 - Computer memory in a nutshell
2:58 - Modeling neural networks
4:42 - Memories in dynamical systems
9:54 - Learning
13:36 - Memory capacity and conclusion

Animations largely made using the manim community edition:
https://www.manim.community/

Original Paper on Hopfield Networks:
Hopfield, J. J. (1982). Neural networks and physical systems with emergent collective computational abilities. Proceedings of the national academy of sciences, 79(8), 2554-2558.

Neuron image by Santiago Ramón y Cajal, The pyramidal neuron of the cerebral cortex, 1904 Ink and pencil on paper, 8 5/8 x 6 7/8 in. Credit: Cajal Institute (CSIC), Madrid

Music: Aakash Gandhi - "Dreamland"

Artificial general intelligence (AGI) promises to unlock unbelievable new capabilities, from AI that can reason across domains to the potential for runaway self-improvement. This video explores the rise of AGI, visions of the singularity, and the long-term implications of advanced AI systems that may one day far surpass human-level intelligence.
We define AGI and consider predictions about when it could emerge, from futurists like Ray Kurzweil who foresee the singularity as early as the 2030s. But perhaps more importantly, what ethical precautions should guide AGI development? How can we ensure advanced AI aligns with human values and avoids existential catastrophe?
This video delves into the possibilities and perils of merging biological and nonbiological intelligence, and whether we could ever fully align an AI's goals with our own complex values. We contemplate whether uncontrolled AGI could view humanity as atoms to be used for a different purpose. But with diligence and wisdom, perhaps we can harness AI's potential as a force for good, ending disease, hunger, and environmental destruction.

Video Title: Are We Ready for Artificial General Intelligence? The Coming Of AGI

#agisimplyexplained #whatisagi #understandingagi #artificialgeneralintelligenceexplained #agideinition #agiexplained #agiconcept #agifuture #agitechnology #agibenefits #agirisks

As we stand at the threshold of superintelligent machines, we must thoughtfully shape the institutions that will guide the next phase of our civilization. Join us for an expansive look at artificial general intelligence and technological singularity. How humanity navigates this transition may determine our destiny across the stars.

Disclaimer: We do not accept any liability for any loss or damage which is incurred by you acting or not acting as a result of watching any of my publications. You acknowledge that you use the information I provide at your own risk. Do your own research.

Copyright Notice:
Video clips used here under fair use for educational purposes.
Copyright Disclaimer Under Section 107 of the Copyright Act 1976, allowance is made for "fair use" for purposes such as criticism, comment, news reporting, teaching, scholarship, and research. Fair use is a use permitted by copyright statute that might otherwise be infringing. Non-profit, educational or personal use tips the balance in favor of fair use.

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⭐️ Prerequisites ⭐️
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🔗 Calculus 1 Notes: http://lindagreen.web.unc.edu/....files/2019/12/course

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(0:00:00) [Corequisite] Rational Expressions
(0:09:40) [Corequisite] Difference Quotient
(0:18:20) Graphs and Limits
(0:25:51) When Limits Fail to Exist
(0:31:28) Limit Laws
(0:37:07) The Squeeze Theorem
(0:42:55) Limits using Algebraic Tricks
(0:56:04) When the Limit of the Denominator is 0
(1:08:40) [Corequisite] Lines: Graphs and Equations
(1:17:09) [Corequisite] Rational Functions and Graphs
(1:30:35) Limits at Infinity and Graphs
(1:37:31) Limits at Infinity and Algebraic Tricks
(1:45:34) Continuity at a Point
(1:53:21) Continuity on Intervals
(1:59:43) Intermediate Value Theorem
(2:03:37) [Corequisite] Right Angle Trigonometry
(2:11:13) [Corequisite] Sine and Cosine of Special Angles
(2:19:16) [Corequisite] Unit Circle Definition of Sine and Cosine
(2:24:46) [Corequisite] Properties of Trig Functions
(2:35:25) [Corequisite] Graphs of Sine and Cosine
(2:41:57) [Corequisite] Graphs of Sinusoidal Functions
(2:52:10) [Corequisite] Graphs of Tan, Sec, Cot, Csc
(3:01:03) [Corequisite] Solving Basic Trig Equations
(3:08:14) Derivatives and Tangent Lines
(3:22:55) Computing Derivatives from the Definition
(3:34:02) Interpreting Derivatives
(3:42:33) Derivatives as Functions and Graphs of Derivatives
(3:56:25) Proof that Differentiable Functions are Continuous
(4:01:09) Power Rule and Other Rules for Derivatives
(4:07:42) [Corequisite] Trig Identities
(4:15:14) [Corequisite] Pythagorean Identities
(4:20:35) [Corequisite] Angle Sum and Difference Formulas
(4:28:31) [Corequisite] Double Angle Formulas
(4:36:01) Higher Order Derivatives and Notation
(4:39:22) Derivative of e^x
(4:46:52) Proof of the Power Rule and Other Derivative Rules
(4:56:31) Product Rule and Quotient Rule
(5:02:09) Proof of Product Rule and Quotient Rule
(5:10:40) Special Trigonometric Limits
(5:17:31) [Corequisite] Composition of Functions
(5:29:54) [Corequisite] Solving Rational Equations
(5:40:02) Derivatives of Trig Functions
(5:46:23) Proof of Trigonometric Limits and Derivatives
(5:54:38) Rectilinear Motion
(6:11:41) Marginal Cost
(6:16:51) [Corequisite] Logarithms: Introduction
(6:25:32) [Corequisite] Log Functions and Their Graphs
(6:36:17) [Corequisite] Combining Logs and Exponents
(6:40:55) [Corequisite] Log Rules
(6:49:27) The Chain Rule
(6:58:44) More Chain Rule Examples and Justification
(7:07:43) Justification of the Chain Rule
(7:10:00) Implicit Differentiation
(7:20:28) Derivatives of Exponential Functions
(7:25:38) Derivatives of Log Functions
(7:29:38) Logarithmic Differentiation
(7:37:08) [Corequisite] Inverse Functions
(7:51:22) Inverse Trig Functions
(8:00:56) Derivatives of Inverse Trigonometric Functions
(8:12:11) Related Rates - Distances
(8:17:55) Related Rates - Volume and Flow
(8:22:21) Related Rates - Angle and Rotation
(8:28:20) [Corequisite] Solving Right Triangles
(8:34:54) Maximums and Minimums
(8:46:18) First Derivative Test and Second Derivative Test
(8:51:37) Extreme Value Examples
(9:01:33) Mean Value Theorem
(9:09:09) Proof of Mean Value Theorem
(0:14:59) [Corequisite] Solving Right Triangles
(9:25:20) Derivatives and the Shape of the Graph
(9:33:31) Linear Approximation
(9:48:28) The Differential
(9:59:11) L'Hospital's Rule
(10:06:27) L'Hospital's Rule on Other Indeterminate Forms
(10:16:13) Newtons Method
(10:27:45) Antiderivatives
(10:33:24) Finding Antiderivatives Using Initial Conditions
(10:41:59) Any Two Antiderivatives Differ by a Constant
(10:45:19) Summation Notation
(10:49:12) Approximating Area
(11:04:22) The Fundamental Theorem of Calculus, Part 1
(11:15:02) The Fundamental Theorem of Calculus, Part 2
(11:22:17) Proof of the Fundamental Theorem of Calculus
(11:29:18) The Substitution Method
(11:38:07) Why U-Substitution Works
(11:40:23) Average Value of a Function
(11:47:57) Proof of the Mean Value Theorem for Integrals

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In this tutorial, we'll explore how RAG works, why it’s essential for modern AI, and how it solves the limitations of traditional language models. Whether you're a developer, tech enthusiast, or just curious about AI advancements, this guide will show you how RAG is shaping the future of AI by making models smarter and more relevant.RAG allows AI models to search for real-time information from external sources, combine it with their existing knowledge, and generate accurate, up-to-date responses. It’s like giving AI the ability to "Google" for answers while keeping their knowledge sharp.

00:00 Introduction

-- Frequently Asked Questions

✅ Question 1 What is Retrieval Augmented Generation (RAG)?

Answer:RAG is a hybrid AI technique that combines two key processes: retrieving external data from a knowledge base or web and then generating a response based on both the retrieved information and the model’s pre-trained knowledge. This allows the model to provide more accurate and up-to-date answers compared to traditional language models that only rely on their training data.


✅ Question 2 How does RAG improve the accuracy of AI models?

Answer:RAG enhances accuracy by pulling in relevant, real-time information from external sources. Traditional language models can only answer questions based on data they were trained on, which can become outdated. With RAG, AI models can retrieve the latest information, combine it with what they already know, and generate a response that’s both current and highly informed.


✅ Question 3 What are the main applications of RAG?

Answer:RAG is used in various fields such as customer support, healthcare, finance, and legal research. It powers AI models to deliver real-time, accurate responses by retrieving the most relevant and recent data. For instance, it’s used in chatbots for better customer service, in healthcare for retrieving the latest research, and in search engines to provide more relevant search results.

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Unpacking the multilayer perceptrons in a transformer, and how they may store facts
Instead of sponsored ad reads, these lessons are funded directly by viewers: https://3b1b.co/support
An equally valuable form of support is to share the videos.

AI Alignment forum post from the Deepmind researchers referenced at the video's start:
https://www.alignmentforum.org..../posts/iGuwZTHWb6DFY

Anthropic posts about superposition referenced near the end:
https://transformer-circuits.p....ub/2022/toy_model/in
https://transformer-circuits.p....ub/2023/monosemantic

Some added resources for those interested in learning more about mechanistic interpretability, offered by Neel Nanda

Mechanistic interpretability paper reading list
https://www.alignmentforum.org..../posts/NfFST5Mio7BCA

Getting started in mechanistic interpretability
https://www.neelnanda.io/mecha....nistic-interpretabil

An interactive demo of sparse autoencoders (made by Neuronpedia)
https://www.neuronpedia.org/gemma-scope#main

Coding tutorials for mechanistic interpretability (made by ARENA)
https://arena3-chapter1-transf....ormer-interp.streaml

Sections:
0:00 - Where facts in LLMs live
2:15 - Quick refresher on transformers
4:39 - Assumptions for our toy example
6:07 - Inside a multilayer perceptron
15:38 - Counting parameters
17:04 - Superposition
21:37 - Up next

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These animations are largely made using a custom Python library, manim. See the FAQ comments here:
https://3b1b.co/faq#manim
https://github.com/3b1b/manim
https://github.com/ManimCommunity/manim/

All code for specific videos is visible here:
https://github.com/3b1b/videos/

The music is by Vincent Rubinetti.
https://www.vincentrubinetti.com
https://vincerubinetti.bandcam....p.com/album/the-musi
https://open.spotify.com/album..../1dVyjwS8FBqXhRunaG5

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3blue1brown is a channel about animating math, in all senses of the word animate. If you're reading the bottom of a video description, I'm guessing you're more interested than the average viewer in lessons here. It would mean a lot to me if you chose to stay up to date on new ones, either by subscribing here on YouTube or otherwise following on whichever platform below you check most regularly.

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Learn how to design and use databases. You will create a graphical Windows application with C# that can display and modify data from a mySQL database server.

You need Microsoft Windows to follow along.

✏️ @shadsluiter is your instructor for this course. He is a Professor Of Computer Science and Software Development at Grand Canyon University.

🔗 Professor Sluiter has more courses here: http://studycoding.org

⭐️ Contents ⭐️
⌨️ Course Outline
⌨️ Create a new database in mySQL
⌨️ How to write sql queries
⌨️ Create a GUI front end app
⌨️ Create a Data Access Object and connect to a database
⌨️ Query the database
⌨️ Add a picture box to display album art
⌨️ Insert new records into the database
⌨️ Create a second table and a foreign key
⌨️ Table joins part a
⌨️ Table joins part b
⌨️ Design with UML and ER diagrams
⌨️ Perform compound select actions
⌨️ Delete data from a table
⌨️ Add a video player to the app
⌨️ Extended Features

⌨️ (0:00:00) Introduction
⌨️ (0:04:33) Tools we’ll need
⌨️ (0:08:49) Creating a new database
⌨️ (0:12:16) Saving the data
⌨️ (0:16:04) How to fill in a table
⌨️ (0:20:26) Select star from albums
⌨️ (0:23:44) How to delete backticks
⌨️ (0:27:16) Intro to the series
⌨️ (0:34:40) How to delete the backticks
⌨️ (0:37:49) Building the database app
⌨️ (0:42:22) Start of the demo
⌨️ (0:46:33) Creating an album class
⌨️ (0:51:19) Adding two albums to the list
⌨️ (0:55:11) Connecting the database to the database
⌨️ (0:58:08) Where does the data source live?
⌨️ (1:04:42) Setting up the database
⌨️ (1:07:53) Running the app
⌨️ (1:10:37) How to create searches
⌨️ (1:13:55) Programming the new search button
⌨️ (1:18:12) The problem with parameter queries
⌨️ (1:21:56) Adding a picture to the screen
⌨️ (1:26:12) How to test the problem
⌨️ (1:30:45) Adding new records to the database
⌨️ (1:39:22) Adding an integer to the database
⌨️ (1:43:27) Adjusting the column titles
⌨️ (1:46:13) Execute non-query query
⌨️ (1:49:06) Creating a foreign key
⌨️ (1:51:47) Install mysql workbench
⌨️ (1:55:05) Connecting to the database
⌨️ (1:59:04) Configuring the tracks table
⌨️ (2:06:49) We have a problem with Mamp synchronization
⌨️ (2:10:01) Inserting data into the tracks table
⌨️ (2:13:08) Selecting items from the database
⌨️ (2:16:46) Changes to the definition of tracks
⌨️ (2:20:55) Fixing the problem with the binding source
⌨️ (2:24:12) Foreign keys and joins
⌨️ (2:27:36) Selecting from the table
⌨️ (2:31:15) Changing the query using a join
⌨️ (2:39:10) Uml diagrams for our current application
⌨️ (2:41:58) Associative vs aggregation
⌨️ (2:45:47) Introduction to compound queries
⌨️ (2:49:53) Fetching the list of all tracks
⌨️ (2:53:03) Using the delete statement to delete tracks
⌨️ (2:56:35) The problem with converting an integer to an integer
⌨️ (3:00:33) Deleting a track by deleting its Id

🎉 Thanks to our Champion and Sponsor supporters:
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The world is entering a new era of warfare, with cyber and autonomous weapons taking center stage. These technologies are making militaries faster, smarter, more efficient. But if unchecked, they threaten to destabilize the world.
DW takes a deep dive into the future of conflict, uncovering an even more volatile world. Where a cyber intrusion against a nuclear early warning system can unleash a terrifying spiral of escalation; where “flash wars” can erupt from autonomous weapons interacting so fast that no human could keep up.
Germany’s Foreign Minister Heiko Maas tells DW that we have already entered the technological arms race that is propelling us towards this future. “We’re right in the middle of it. That’s the reality we have to deal with.”
And yet the world is failing to meet the challenge. Talks on controlling autonomous weapons have repeatedly been stalled by major powers seeking to carve out their own advantage. And cyber conflict has become not just a fear of the future but a permanent state of affairs.
DW finds out what must happen to steer the world in a safer direction, with leading voices from the fields of politics, diplomacy, intelligence, academia, and activism speaking out.

Chapters
00:00 - Introduction
02:37 - The Cyber Nuclear Nightmare
17:05 - Flash Wars And Autonomous Weapons
30:12 - Trading Markets And Flash Crashes
31:45 - Time To Act

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#FurureWars #AutonomousWeapons #CyberAttacks

For more information about Stanford's online Artificial Intelligence programs visit: https://stanford.io/ai

To learn more about enrolling in this course visit: https://online.stanford.edu/co....urses/cs336-language

To follow along with the course schedule and syllabus visit: https://stanford-cs336.github.io/spring2025/

Percy Liang
Associate Professor of Computer Science
Director of Center for Research on Foundation Models (CRFM)

Tatsunori Hashimoto
Assistant Professor of Computer Science

View the entire course playlist: https://www.youtube.com/playli....st?list=PLoROMvodv4r

High Quality HDR 12K VIDEO ULTRA HD 120FPS, 60FPS, 30FPS For Your HDR 8K resolution devices. Amazing combination of 12k sensor and one of the sharpest lenses in the world Zeiss Otus set in addition of HDR brings image to life! You can use this collection of Hight Resolution clips in your Tv For The Living Room, Office, Lounge, Waiting Room, Spa, Showroom, Restaurant and more. Play It On Your LG Qled TV, Samsung Oled TV, Smart TV, Sony Device, Samsung Technology, Roku, Apple TV, IPad Pro, Apple XDR, Chromecast, Xbox, Playstation and more.

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