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C Programming ( Log2Base2 )

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<div data-purpose="safely-set-inner-html:description:description">
<p>This course is all about the application of&nbsp;<strong>deep learning</strong>&nbsp;and&nbsp;<strong>neural networks</strong>&nbsp;to&nbsp;<strong>reinforcement learning</strong>.</p>
<p>If you&rsquo;ve taken my first reinforcement learning class, then you know that reinforcement learning is on the bleeding edge of what we can do with AI.</p>
<p>Specifically, the combination of deep learning with reinforcement learning has led to AlphaGo beating a world champion in the strategy game Go, it has led to self-driving cars, and it has led to machines that can play video games at a superhuman level.</p>
<p>Reinforcement learning has been around since the 70s but none of this has been possible until now.</p>
<p>The world is changing at a very fast pace. The state of California is changing their regulations so that self-driving car companies can test their cars without a human in the car to supervise.</p>
<p>We&rsquo;ve seen that reinforcement learning is an entirely different kind of machine learning than supervised and unsupervised learning.</p>
<p>Supervised and unsupervised&nbsp;<strong>machine learning</strong>&nbsp;algorithms are for analyzing and making predictions about data, whereas reinforcement learning is about training an agent to interact with an environment and maximize its reward.</p>
<p>Unlike supervised and unsupervised learning algorithms, reinforcement learning agents have an impetus - they want to reach a goal.</p>
<p>This is such a fascinating perspective, it can even make supervised /&nbsp;unsupervised machine&nbsp;learning and "<strong>data science</strong>"&nbsp;seem boring in hindsight. Why train a neural network to learn about the data in a database, when you can train a neural network to interact with the real-world?</p>
<p>While deep reinforcement learning and AI has a lot of potential, it also carries with it huge risk.</p>
<p><strong>Bill Gates</strong>&nbsp;and&nbsp;<strong>Elon Musk</strong>&nbsp;have made public statements about some of the risks that AI poses to economic stability and even our existence.</p>
<p>As we learned in my first reinforcement learning course, one of the main principles of training reinforcement learning agents is that there are unintended consequences when training an AI.</p>
<p>AIs don&rsquo;t think like humans, and so they come up with novel and non-intuitive solutions to reach their goals, often in ways that surprise domain experts - humans who are the best at what they do.</p>
<p><strong>OpenAI</strong>&nbsp;is a non-profit founded by Elon Musk, Sam Altman (Y Combinator), and others, in order to ensure that AI progresses in a way that is beneficial, rather than harmful.</p>
<p>Part of the motivation behind OpenAI is the existential risk that AI poses to humans. They believe that open collaboration is one of the keys to mitigating that risk.</p>
<p>One of the great things about OpenAI is that they have a platform called the&nbsp;<strong>OpenAI Gym</strong>, which we&rsquo;ll be making heavy use of in this course.</p>
<p>It allows anyone, anywhere in the world, to train their reinforcement learning agents in standard environments.</p>
<p>In this course, we&rsquo;ll build upon what we did in the last course by working with more complex environments, specifically, those provided by the OpenAI Gym:</p>
<ul>
<li>
<p>CartPole</p>
</li>
<li>
<p>Mountain Car</p>
</li>
<li>
<p>Atari games</p>
</li>
</ul>
<p>To train effective learning agents, we&rsquo;ll need new techniques.</p>
<p>We&rsquo;ll extend our knowledge of temporal difference learning by looking at the TD Lambda&nbsp;algorithm, we&rsquo;ll look at a special type of neural network called the RBF network, we&rsquo;ll look at the policy gradient method, and we&rsquo;ll end the course by looking at Deep Q-Learning (DQN) and A3C (Asynchronous Advantage Actor-Critic).</p>
<p>Thanks for reading, and I&rsquo;ll see you in class!</p>
<p>&nbsp;</p>
<p>"If you can't implement it, you don't understand it"</p>
<ul>
<li>
<p>Or as the great physicist Richard Feynman said: "What I cannot create, I do not understand".</p>
</li>
<li>
<p>My courses are the ONLY courses where you will learn how to implement machine learning algorithms from scratch</p>
</li>
<li>
<p>Other courses will teach you how to plug in your data into a library, but do you really need help with 3 lines of code?</p>
</li>
<li>
<p>After doing the same thing with 10 datasets, you realize you didn't learn 10 things. You learned 1 thing, and just repeated the same 3 lines of code 10 times...</p>
</li>
</ul>
<p>&nbsp;</p>
<p>Suggested Prerequisites:</p>
<ul>
<li>
<p>College-level math is helpful (calculus, probability)</p>
</li>
<li>
<p>Object-oriented programming</p>
</li>
<li>
<p>Python coding: if/else, loops, lists, dicts, sets</p>
</li>
<li>
<p>Numpy coding: matrix and vector operations</p>
</li>
<li>
<p>Linear regression</p>
</li>
<li>
<p>Gradient descent</p>
</li>
<li>
<p>Know how to build ANNs and CNNs in Theano or TensorFlow</p>
</li>
<li>
<p>Markov Decision Proccesses (MDPs)</p>
</li>
<li>
<p>Know how to implement Dynamic Programming, Monte Carlo, and Temporal Difference Learning to solve MDPs</p>
</li>
</ul>
<p>&nbsp;</p>
<p>WHAT&nbsp;ORDER&nbsp;SHOULD&nbsp;I&nbsp;TAKE&nbsp;YOUR&nbsp;COURSES&nbsp;IN?:</p>
<ul>
<li>
<p>Check out the lecture "Machine Learning and AI&nbsp;Prerequisite Roadmap" (available in the FAQ of any of my courses, including the free Numpy course)</p>
</li>
</ul>
<p>&nbsp;</p>
<p>UNIQUE&nbsp;FEATURES</p>
<ul>
<li>
<p>Every line of code explained in detail - email me any time if you disagree</p>
</li>
<li>
<p>No wasted time "typing" on the keyboard like other courses - let's be honest, nobody can really write code worth learning about in just 20 minutes from scratch</p>
</li>
<li>
<p>Not afraid of university-level math - get important details about algorithms that other courses leave out</p>
</li>
</ul>
</div>
<div class="styles--audience--2xuzW" data-purpose="target-audience">
<h2 class="ud-heading-xl styles--audience__title--1qhlO">Who this course is for:</h2>
<ul class="styles--audience__list--16EaN">
<li>Professionals and students with strong technical backgrounds who wish to learn state-of-the-art AI techniques</li>
</ul>
<h2 class="ud-heading-xl what-you-will-learn--title--2ztwE">What you'll learn</h2>
<ul>
<li>Build various deep learning agents (including DQN and A3C)</li>
<li>Q-Learning with Deep Neural Networks</li>
<li>Reinforcement Learning with RBF Networks</li>
<li>Apply a variety of advanced reinforcement learning algorithms to any problem</li>
<li>Policy Gradient Methods with Neural Networks</li>
<li>Use Convolutional Neural Networks with Deep Q-Learning</li>
</ul>
<h2 class="ud-heading-xl curriculum--curriculum-header--3K2IZ" data-purpose="curriculum-header">Course content</h2>
<div class="curriculum--curriculum-sub-header--m_N_0">
<ul>
<li class="ud-text-sm" data-purpose="curriculum-stats">Introduction and Logistics</li>
<li class="ud-text-sm" data-purpose="curriculum-stats">The Basics of Reinforcement Learning</li>
<li class="ud-text-sm" data-purpose="curriculum-stats">OpenAI Gym and Basic Reinforcement Learning Techniques</li>
<li class="ud-text-sm" data-purpose="curriculum-stats">TD Lambda</li>
<li class="ud-text-sm" data-purpose="curriculum-stats">Policy Gradients</li>
<li class="ud-text-sm" data-purpose="curriculum-stats">Deep Q-Learning</li>
<li class="ud-text-sm" data-purpose="curriculum-stats">A3C</li>
<li class="ud-text-sm" data-purpose="curriculum-stats">Theano and Tensorflow Basics Review</li>
<li class="ud-text-sm" data-purpose="curriculum-stats">Setting Up Your Environment (FAQ by Student Request)</li>
<li class="ud-text-sm" data-purpose="curriculum-stats">Extra Help With Python Coding for Beginners (FAQ by Student Request)</li>
<li class="ud-text-sm" data-purpose="curriculum-stats">Effective Learning Strategies for Machine Learning (FAQ by Student Request)</li>
<li class="ud-text-sm" data-purpose="curriculum-stats">Appendix / FAQ Finale</li>
</ul>
<h2 class="ud-heading-xl requirements--title--2wsPe" data-purpose="requirements-title">Requirements</h2>
<ul class="ud-unstyled-list ud-block-list">
<li>
<div class="ud-block-list-item ud-block-list-item-small ud-block-list-item-tight ud-block-list-item-neutral ud-text-sm">
<div class="ud-block-list-item-content">Know reinforcement learning basics, MDPs, Dynamic Programming, Monte Carlo, TD Learning</div>
</div>
</li>
<li>
<div class="ud-block-list-item ud-block-list-item-small ud-block-list-item-tight ud-block-list-item-neutral ud-text-sm">
<div class="ud-block-list-item-content">College-level math is helpful</div>
</div>
</li>
<li>
<div class="ud-block-list-item ud-block-list-item-small ud-block-list-item-tight ud-block-list-item-neutral ud-text-sm">
<div class="ud-block-list-item-content">Experience building machine learning models in Python and Numpy</div>
</div>
</li>
<li>
<div class="ud-block-list-item ud-block-list-item-small ud-block-list-item-tight ud-block-list-item-neutral ud-text-sm">
<div class="ud-block-list-item-content">Know how to build ANNs and CNNs using Theano or Tensorflow</div>
</div>
</li>
</ul>
</div>
</div>

Advanced AI (Python) ❤️

Advanced AI Deep Reinforcement Learning in Python

<p>Get ready for a mind-blowing course that takes you on an exhilarating journey into 3D modern motion design and art. Brace yourself for an extraordinary program that will equip you with the ultimate arsenal of skills, unveiling the complete production pipeline and immersing you in the captivating world of dynamic 3D and animation video production.</p>
<p>Hold tight as we plunge headfirst into the awe-inspiring universe of Cinema 4D software, where we&rsquo;ll unearth a treasure trove of widely-used 3D and animation techniques. Be prepared to witness an explosion of creativity as we guide you through the intricate process of character creation, unleashing the power within you to craft breathtaking visual masterpieces that will leave audiences spellbound.</p>
<p>But that&rsquo;s not all! As we reach the grand finale, we&rsquo;ll embark on a thrilling exploration of the boundless realm of creativity. Together, we&rsquo;ll unlock the secrets to generating mind-boggling ideas that captivate and mesmerize any audience. Dive deep into the art of scriptwriting, animatics, and the essential steps that unravel the mesmerizing intricacies of art direction, leaving your mark as a true visionary.</p>
<p><strong>Level</strong> - beginner &ndash; pro<br /><strong>Format</strong> - Online<br /><strong>Lessons </strong>- 18<br /><strong>Duration </strong>- 15h+<br /><strong>Required Software</strong> - Cinema 4D, Redshift, DaVinci Resolve<br /><strong>Language </strong>- English</p>
<h3>Complete Pipeline</h3>
<p>Gain comprehensive knowledge and skills in pre-production, production, and post-production, including scriptwriting, storyboarding, editing, and visual effects. Unlock the secrets to seamless project management and learn how each stage intertwines to create a cohesive and successful production, ready to captivate audiences.</p>
<h3>3D Motion Boost</h3>
<p>Boost Your Skills in 3D with this transformative program designed to unleash your creative potential. Dive into the captivating world of 3D design and animation, mastering techniques in modeling, texturing, rigging, animation, and rendering. Elevate your skills to new heights and create stunning visual experiences that will leave a lasting impact.</p>
<h3>Personal Feedback</h3>
<p>Receive invaluable personal feedback to enhance your growth and development. Gain insights and guidance tailored specifically to your strengths and areas for improvement. Personalized feedback always provides a unique opportunity to refine your skills, boost confidence, and reach new levels of excellence</p>
<h3>Practical Marathon</h3>
<p>Immerse yourself in real-world tasks to sharpen your skills and gain practical experience. Through hands-on practice, tackle authentic challenges and apply your knowledge dynamically and engagingly. Develop problem-solving abilities, build confidence, and bridge the gap between theory and application. Prepare yourself for success in any professional endeavor.</p>
<h3>Pump Creativity</h3>
<p>Ignite your creativity and unlock its limitless potential. Discover techniques and strategies to nurture and expand your creative abilities. Explore new perspectives, embrace experimentation, and cultivate a mindset of curiosity. With guidance and practice, watch your creative capacity flourish, leading to innovative ideas, unique solutions, and a truly enriched life.</p>
<h3>Tips &amp; Tricks</h3>
<p>Discover a treasure trove of valuable tips and tricks to level up your skills and enhance your expertise. Uncover insider secrets, shortcuts, and best practices from seasoned professionals in various fields. Whether it&rsquo;s productivity hacks, problem-solving techniques, or creative strategies, these insights will empower you to achieve excellence and surpass your goals.</p>
<h3 class="product-course-curriculum__upper-title">CHAPTER ONE</h3>
<h2 class="product-course-curriculum__title">Cinema 4D Practice</h2>
<h4 class="product-course-curriculum__lesson-number">LESSON #1</h4>
<h3 class="product-course-curriculum__lesson-title">Marshmellow</h3>
<div class="product-course-curriculum__description">
<p>Embark on a comprehensive free journey through the entire pipeline of creating a delightful marshmallow scene, where we&rsquo;ll unravel the intricacies of modeling, rigging, animation, and rendering. Get ready to master the art of crafting captivating 3D scenes from start to finish.</p>
<h4 class="product-course-curriculum__lesson-number">LESSON #2</h4>
<h3 class="product-course-curriculum__lesson-title">Beast Mouth</h3>
<div class="product-course-curriculum__description">
<p>Let&rsquo;s continue our immersive exploration of the Cinema 4D software as we delve even deeper into its boundless capabilities. Brace yourself for an exhilarating adventure as we unveil exclusive techniques and guide you through the creation of the jaw-dropping &ldquo;Beast Mouth&rdquo; scene.</p>
<h4 class="product-course-curriculum__lesson-number">LESSON #3</h4>
<h3 class="product-course-curriculum__lesson-title">Centipede</h3>
<div class="product-course-curriculum__description">
<p>Intriguing Cinema 4D setup that will enable you to bring a captivating centipede loop animation to life. We have many captivating techniques to take your skills to new heights as you progress on this exciting path.&nbsp;</p>
<h4 class="product-course-curriculum__lesson-number">LESSON #4</h4>
<h3 class="product-course-curriculum__lesson-title">Guitar Beast</h3>
<div class="product-course-curriculum__description">
<p>Craft a&nbsp;3D character&nbsp;proficient in playing the guitar and singing by immersing yourself in our dynamic pipeline. Acquire comprehensive expertise in modeling, rigging, and face-rigging as we guide you through the intricacies of character development. As an additional benefit, delve into the fundamentals of face rigging to empower your character with the essential nuances for conveying expressive emotions through their visage.</p>
<h4 class="product-course-curriculum__lesson-number">LESSON #5</h4>
<h3 class="product-course-curriculum__lesson-title">Beast in Jacket</h3>
<div class="product-course-curriculum__description">
<p>Discover the exciting world of visual effects (VFX) as we delve into the process of creating realistic clothing simulations for your characters.&nbsp;</p>
<h4 class="product-course-curriculum__lesson-number">LESSON #6</h4>
<h3 class="product-course-curriculum__lesson-title">Sitting Beast</h3>
<div class="product-course-curriculum__description">
<p>Let&rsquo;s combine the puzzle pieces and summarize the essential elements of the 3D&nbsp;character animation&nbsp;pipeline we explored in previous lessons.</p>
<h4 class="product-course-curriculum__lesson-number">LESSON #7</h4>
<h3 class="product-course-curriculum__lesson-title">Seaweed Beast</h3>
<div class="product-course-curriculum__description">
<p>This exciting VFX lesson explores the exclusive techniques required to recreate the awe-inspiring &ldquo;Seaweed Beast.&rdquo; By the end of this journey, we will have acquired a range of specialized skills and insights that can be applied to future projects.&nbsp;</p>
<h4 class="product-course-curriculum__lesson-number">LESSON #8</h4>
<h3 class="product-course-curriculum__lesson-title">Walking Beast</h3>
<div class="product-course-curriculum__description">
<p>In this lesson, we will explore the process of crafting a 3D character&nbsp;walking cycle, which serves as a fundamental foundation for creating realistic and fluid animations. By understanding the intricacies of a walking cycle, we can effectively portray our characters&rsquo; weight, balance, and natural movement.</p>
<h4 class="product-course-curriculum__lesson-number">LESSON #9</h4>
<h3 class="product-course-curriculum__lesson-title">Snake Beast</h3>
<div class="product-course-curriculum__description">
<p>Get ready to tap into your creative side as we recreate the magnificent &ldquo;Snake Beast.&rdquo; Throughout this process, we&rsquo;ll delve into various facets of the&nbsp;3D animation&nbsp;pipeline, shading, and rendering.</p>
</div>
</div>
</div>
</div>
<p>&nbsp;</p>
<h4 class="product-course-curriculum__lesson-number">LESSON #10</h4>
<h3 class="product-course-curriculum__lesson-title">Bulding a Scene</h3>
<div class="product-course-curriculum__description">
<p>This lesson will provide us with a comprehensive understanding of the setup involved in crafting a 3D scene, from the characters to the intricate details of the surrounding environment.</p>
<h4 class="product-course-curriculum__lesson-number">LESSON #11</h4>
<h3 class="product-course-curriculum__lesson-title">Title Sculpting</h3>
<div class="product-course-curriculum__description">
<p>With its precise brushes and intricate&nbsp;mesh&nbsp;manipulation, we shall mold and shape our artistic visions into tangible forms. As we embark on the&nbsp;sculpting&nbsp;journey, we mustn&rsquo;t forget the importance of patience and meticulous attention to detail.</p>
<h2 class="product-about-cta__title">3D Motion Beast</h2>
<div class="product-about-cta__description">Join us in an exclusive, one-of-a-kind course where the magical world of Cinema 4D art and animation unfolds before your eyes. Experience the thrill of mastering the complete production pipeline, from concept to final masterpiece. Enroll now and embark on a breathtaking journey of 3D production, animation, editing, compositing, and screenwriting. Unleash your creativity and seize this rare chance to make your artistic dreams a reality!</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>

3D Motion Beast - Motion Design School ❤️‍🔥

3D Motion Beast - Motion Design School

<div class="TextRow__Wrapper-niwwon-0 ktrWUF">
<p class="TextStyles__BodyMain-h7d1e3-8 CourseHero__Description-sc-1rivd9a-11 fESUdx">A comprehensive course on transforming Midjourney concepts into interactive prototypes using essential design techniques and AI tools <strong>TAUGHT BY&nbsp;AKSON PHOMHOME</strong></p>
<h1 class="product-course-curriculum__title">What will you learn?</h1>
<p class="style-scope ytd-watch-metadata">1 AI Driven UI Design with Midjourney and Figma</p>
<p class="style-scope ytd-watch-metadata">2 Intro to Midjourney</p>
<p class="style-scope ytd-watch-metadata">3 Smart Home App Design</p>
<p class="style-scope ytd-watch-metadata">4 AI Image to User Interface</p>
<p class="style-scope ytd-watch-metadata">5 Buttons and Effects</p>
<p class="style-scope ytd-watch-metadata">6 AI Illustration to Vector</p>
<p class="style-scope ytd-watch-metadata">7 Drawing the House</p>
<p class="style-scope ytd-watch-metadata">8 Drawing the Trees</p>
<p class="style-scope ytd-watch-metadata">9 Dark Mode</p>
<p class="style-scope ytd-watch-metadata">10 Light Mode</p>
<p class="style-scope ytd-watch-metadata">11 Glass Dome</p>
<p class="style-scope ytd-watch-metadata">12 Animating the UI and Illustration</p>
<p class="style-scope ytd-watch-metadata">13 Icon Animation</p>
<p class="style-scope ytd-watch-metadata">14 Swipe Gesture</p>
<p class="style-scope ytd-watch-metadata">15 Midjourney Web Design</p>
<p class="style-scope ytd-watch-metadata">16 Web Layout, Wireframes and UI Patterns</p>
<p class="style-scope ytd-watch-metadata">17 Colors and Gradients</p>
<p class="style-scope ytd-watch-metadata">18 Typography and Variable Font</p>
<p class="style-scope ytd-watch-metadata">19 Auto Layout, Constraints and Components</p>
<p class="style-scope ytd-watch-metadata">20 Midjourney Light Mode and Variants</p>
<p class="style-scope ytd-watch-metadata">21 Logo Design from Midjourney</p>
<p class="style-scope ytd-watch-metadata">22 App Icon Repair and Upscaling</p>
<p class="style-scope ytd-watch-metadata">23 UI Icons</p>
<p class="style-scope ytd-watch-metadata">24 Notifications UI</p>
<p class="style-scope ytd-watch-metadata">25 Adaptive Layout</p>
<p class="style-scope ytd-watch-metadata">26 Browse Page</p>
<p class="style-scope ytd-watch-metadata">27 Masonry UI</p>
<p class="style-scope ytd-watch-metadata">28 Search and Filter UI</p>
<p class="style-scope ytd-watch-metadata">29 Intro Animation</p>
<p class="style-scope ytd-watch-metadata">30 Outline Animation</p>
<p class="style-scope ytd-watch-metadata">31 Sign Up Modal</p>
<p class="style-scope ytd-watch-metadata">32 Buttons and Cards Prototype</p>
<p class="style-scope ytd-watch-metadata">33 Scroll and Sticky Header</p>
<h2 class="TextStyles__H2-h7d1e3-1 DownloadsCourseSection__Title-v3mgi0-4 itVRiK">Download source files</h2>
<p class="TextStyles__MediumText-h7d1e3-9 DownloadsCourseSection__Description-v3mgi0-5 iYIOOt">Download the videos and assets to refer and learn offline without interuption.</p>
<div class="TextRow__Wrapper-niwwon-0 ktrWUF">
<p class="TextStyles__Caption-h7d1e3-10 TextRow__Text-niwwon-2 ecwTPx"><strong>Design&nbsp;template</strong></p>
<div class="TextRow__Wrapper-niwwon-0 ktrWUF">
<p class="TextStyles__Caption-h7d1e3-10 TextRow__Text-niwwon-2 ecwTPx"><strong>Source code&nbsp;for all sections</strong></p>
<div class="DownloadsCourseSection__TextWrapper-v3mgi0-2 bGBHy">
<div class="TextRow__Wrapper-niwwon-0 ktrWUF">
<p class="TextStyles__Caption-h7d1e3-10 TextRow__Text-niwwon-2 ecwTPx"><strong>Video files, ePub and subtitles</strong></p>
</div>
</div>
</div>
</div>
</div>

Design and Prototype Apps with Midjourney ❤️

Design and Prototype Apps with Midjourney

Design and Prototype Apps with Midjourney

What will you learn?

Download source files

Jack Sparrow

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This site is hosted on Digital Ocean

Get $200 credit Instantly

Offer available for limited time
( Take advantage of free credits 👇 )

Related Posts

Tags

Design and Prototype Apps with Midjourney

What will you learn?

Download source files

Jack Sparrow

Leave a comment

0 Comment

Membership Plans

How to download ??

This site is hosted on Digital Ocean

Get $200 credit Instantly

Offer available for limited time ( Take advantage of free credits 👇 )

Related Posts

Tags

Offer available for limited time
( Take advantage of free credits 👇 )