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Artificial Intelligence for Beginners - A Curriculum AI For Beginners - Sketchnote by @girlie_mac Explore the world of Artificial Intelligence (AI) with our 12-week, 24-lesson curriculum! It includes practical lessons, quizzes, and labs. The curriculum is beginner-friendly and covers tools like TensorFlow and PyTorch, as well as ethics in AI What you will learn Mindmap of the Course In this curriculum, you will learn: Different approaches to Artificial Intelligence, including the "good old" symbolic approach with Knowledge Representation and reasoning (GOFAI). Neural Networks and Deep Learning, which are at the core of modern AI. We will illustrate the concepts behind these important topics using code in two of the most popular frameworks - TensorFlow and PyTorch. Neural Architectures for working with images and text. We will cover recent models but may be a bit lacking in the state-of-the-art. Less popular AI approaches, such as Genetic Algorithms and Multi-Agent Systems. What we will not cover in this curriculum: Business cases of using AI in Business. Consider taking Introduction to AI for business users learning path on Microsoft Learn, or AI Business School, developed in cooperation with INSEAD. Classic Machine Learning, which is well described in our Machine Learning for Beginners Curriculum. Practical AI applications built using Cognitive Services. For this, we recommend that you start with modules Microsoft Learn for vision, natural language processing, Generative AI with Azure OpenAI Service and others. Specific ML Cloud Frameworks, such as Azure Machine Learning, Microsoft Fabric, or Azure Databricks. Consider using Build and operate machine learning solutions with Azure Machine Learning and Build and Operate Machine Learning Solutions with Azure Databricks learning paths. Conversational AI and Chat Bots. There is a separate Create conversational AI solutions learning path, and you can also refer to this blog post for more detail. Deep Mathematics behind deep learning. For this, we would recommend Deep Learning by Ian Goodfellow, Yoshua Bengio and Aaron Courville, which is also available online at [Hidden Content]. For a gentle introduction to AI in the Cloud topics you may consider taking the Get started with artificial intelligence on Azure Learning Path. Content Lesson Link PyTorch/Keras/TensorFlow Lab 0 Course Setup Setup Your Development Environment I Introduction to AI 01 Introduction and History of AI - - II Symbolic AI 02 Knowledge Representation and Expert Systems Expert Systems / Ontology /Concept Graph III Introduction to Neural Networks 03 Perceptron Notebook Lab 04 Multi-Layered Perceptron and Creating our own Framework Notebook Lab 05 Intro to Frameworks (PyTorch/TensorFlow) and Overfitting PyTorch / Keras / TensorFlow Lab IV Computer Vision PyTorch / TensorFlow Explore Computer Vision on Microsoft Azure 06 Intro to Computer Vision. OpenCV Notebook Lab 07 Convolutional Neural Networks & CNN Architectures PyTorch /TensorFlow Lab 08 Pre-trained Networks and Transfer Learning and Training Tricks PyTorch / TensorFlow Lab 09 Autoencoders and VAEs PyTorch / TensorFlow 10 Generative Adversarial Networks & Artistic Style Transfer PyTorch / TensorFlow 11 Object Detection TensorFlow Lab 12 Semantic Segmentation. U-Net PyTorch / TensorFlow V Natural Language Processing PyTorch /TensorFlow Explore Natural Language Processing on Microsoft Azure 13 Text Representation. Bow/TF-IDF PyTorch / TensorFlow 14 Semantic word embeddings. Word2Vec and GloVe PyTorch / TensorFlow 15 Language Modeling. Training your own embeddings PyTorch / TensorFlow Lab 16 Recurrent Neural Networks PyTorch / TensorFlow 17 Generative Recurrent Networks PyTorch / TensorFlow Lab 18 Transformers. BERT. PyTorch /TensorFlow 19 Named Entity Recognition TensorFlow Lab 20 Large Language Models, Prompt Programming and Few-Shot Tasks PyTorch VI Other AI Techniques 21 Genetic Algorithms Notebook 22 Deep Reinforcement Learning PyTorch /TensorFlow Lab 23 Multi-Agent Systems VII AI Ethics 24 AI Ethics and Responsible AI Microsoft Learn: Responsible AI Principles IX Extras 25 Multi-Modal Networks, CLIP and VQGAN Notebook Each lesson contains Pre-reading material Executable Jupyter Notebooks, which are often specific to the framework (PyTorch or TensorFlow). The executable notebook also contains a lot of theoretical material, so to understand the topic you need to go through at least one version of the notebook (either PyTorch or TensorFlow). Labs available for some topics, which give you an opportunity to try applying the material you have learned to a specific problem. Some sections contain links to MS Learn modules that cover related topics. Getting Started We have created a setup lesson to help you with setting up your development environment. - For Educators, we have created a curricula setup lesson for you too! How to Run the code in a VSCode or a Codepace Don't forget to star () this repo to find it easier later. Meet other Learners Join our official AI Discord server to meet and network with other learners taking this course and get support. Quizzes Help Wanted Do you have suggestions or found spelling or code errors? Raise an issue or create a pull request. Special Thanks Primary Author: Dmitry Soshnikov, PhD Editor: Jen Looper, PhD Sketchnote illustrator: Tomomi Imura Quiz Creator: Lateefah Bello, MLSA Core Contributors: Evgenii Pishchik Other Curricula Our team produces other curricula! Check out: Data Science for Beginners Version 2.0 Generative AI for Beginners NEW Cybersecurity for Beginners Web Dev for Beginners IoT for Beginners Machine Learning for Beginners XR Development for Beginners Mastering GitHub Copilot for AI Paired Programming GitHub Repo ENJOY & HAPPY LEARNING!

Doxing Tools & Resources - Dox Anyone On Social Media Doxing | A Collection Of Most Useful Social Media Dox Resources Facebook Facebook Recover Lookup - [Hidden Content] Used to check if given mail or phone number is associated with any facebook account or not CrowdTangle Link Checker - [Hidden Content] show the specific Facebook posts, Instagram posts, tweets, and subreddits that mention this link. It works for articles, as well as YouTube videos, Facebook videos and more. Social Searcher - [Hidden Content] allows you to monitor all public social mentions in social networks and web. Lookup-id.com - [Hidden Content] helps you to find the Facebook ID of anyone’s profile or a Group Who posted this - [Hidden Content] Facebook keyword search for people who work in the public interest. It allows you to search keywords on specific dates. Facebook Search - [Hidden Content] Allows you to search on facebook for posts,people,photos,etc using some filters Hashatit - [Hidden Content] A simple social media search engine for Hashtags Facebook People Search - [Hidden Content] Search on facebook by victim’s name Facebook Page Analytics tool - [Hidden Content] Find out how your page performances are compared to the average performances of the 42,578 pages added to the Barometer. Instagram Igram - [Hidden Content] Download Photos, Videos, IGTV & more from a public instagram account. IFTTT - [Hidden Content] allow a user to program a response to events in the world. Pickuki - [Hidden Content] Edit and browse Instagram content without logging in. Gramhir - [Hidden Content] Analyze and explore Instagram in a new and better way Instaloader - [Hidden Content] Download pictures (or videos) along with their captions and other metadata from Instagram. LinkedIn RecruitEm - [Hidden Content] allows to search social media profiles. It helps recruiters to create a google boolean string that searches all public profiles. RocketReach - [Hidden Content] allows you to programatically search & lookup contact info over 700 million professionals, and 35 million companies. Twitter Social Bearing - [Hidden Content] Free Twitter analytics & search for tweets, timelines & twitter maps. Find, filter and sort tweets or people by engagement, influence, location, sentiment and more Trendsmap - [Hidden Content] Analyse any topic globally or by region in detail. Create unique map based visualisations showing tweet activity across a country, a region, or the world. Follower.me - [Hidden Content] a Twitter analytics application that gives you rich insights about any public Twitter profile. TweetBeaver - [Hidden Content] can gather data on any non-private account and returns most searches as a csv for easier filtering and analysis. TweeterID - [Hidden Content] allows you to easily look up any username (@Handle) on Twitter and find out what their corresponding ID is. TweetDeck - [Hidden Content] offers a more convenient Twitter experience by letting you view multiple timelines in one easy interface. Spoonbill - [Hidden Content] allows you see profile changes from the people you follow on Twitter or other social networks. FollowerWonk - [Hidden Content] Helps you to find twitter accounts using bio and also provides many other useful features. Twitter Advance Search - [Hidden Content] Allows you to search on twitter using filters for better search results. Twipho - [Hidden Content] lets you discover what’s happening on Twitter right now, but via the medium of images rather than text-based tweets. TweeetMap - [Hidden Content] allows you to analyze twitter accounts that you do not own, and gain accurate insight on influencer interactions and personality TinfoLeak - [Hidden Content] Basic information about a Twitter user (name, picture, location, followers, etc.) ENJOY & HAPPY LEARNING! Appreciate the share & feedback! don’t be cheap!

Python All-In-One for Dummies Download Book Happy learning!

Become a Prompt Engineer: Go From Zero to Scripting AI Workflows | Learn With Hasan Master the Most In-Demand Skill of the Future! Access to APIs: For those who want to follow along closely, access to the OpenAI API or any other Language Model (LLM) API is recommended. In short, your passion for learning is the key ingredient. We’re here to guide you through the rest! Course Description This course will take you from zero to hero, with no prerequisites needed. Start by mastering the basics of prompt engineering, progress to Python scripting, and then learn to construct AI workflows with power prompts. In today’s fast-paced world, proficiency in prompt engineering is not just a handy skill – it’s a passport to the future. It’s among the most in-demand skills now and in the foreseeable future. But the benefits don’t stop there. This course will equip you to become 10x more productive. Plus, it opens the door to fantastic career opportunities, whether that’s landing a high-quality job, freelancing, or even starting your own online business. It’s more than a skill; it’s a game-changer! I’ve seen firsthand the power of this skill. It revolutionized my business workflows, saving me countless hours and enabling me to start several successful online businesses. And remember, you’re not on this journey alone. I’ll be there with you almost every day. So are you ready to embrace the future?. Language English | Skills Beginner Intermediate | Last updated 10/2023 Download Link ENJOY & HAPPY LEARNING!

AI YouTube Video Summarizer | Create Summary With ChatGPT YouTube Summarizer Enter YouTube video URL and get a SEO-optimized article, ready to publish on your blog or website. AI YouTube Video Summarizer - Create Summary With ChatGPT Are you tired of spending hours watching lengthy YouTube videos and wish there was a quicker way to understand the content? Introducing the AI YouTube Video Summarizer powered by ChatGPT, a cutting-edge tool that allows you to generate concise summaries of any YouTube video effortlessly. Visit & Start Exporting ENJOY & HAPPY LEARNING!

Hailuo AI | Unleash Your Creativity | Reimagine Video Creation Reimagine Video Creation : Simple. Joyful. AI-Powered Video Generator | Hailuo AI Video Create stunning AI videos effortlessly with Hailuo AI Video Generator. Our ai video generator and video maker tools offer the best in AI technology for your video needs. Visit & Start Generating Content ENJOY & HAPPY LEARNING!

Buff Streams | The Ultimate Live Sports Streaming Platform :: About :: BuffStreams TV, provided by BuffSports, is the go-to platform for sports fans. High-quality streaming, extensive coverage, and a user-friendly interface bring live sports directly to your screen. From soccer to NFL streams, NHL to NBA streams, and rugby streams, BuffStreams ensures you don’t miss any action. Join the BuffStream community today for an unmatched live sports streaming experience. [Hidden Content] ENJOY & HAPPY ENTERTAINMENT!

A useful selection of free and partially free neural networks for you that will make your life easier. GPT models BaiChat [Hidden Content] best ChatGPT -just go in, register and start using it right away. No VPN or hassle. Perplexity [Hidden Content] search engine + GPT, there is voice input and internet search. Very cool service. GptFy [Hidden Content] weak censorship. GPT4 free. very often does not work GPT [Hidden Content] in Telegram Monica [[Hidden Content]]([Hidden Content]) GPT- browser extension. Promptvibes [Hidden Content] ready-made queries for any occasion in life for GPT, if you are too lazy to think and want to save time - this is definitely the place for you. Chatbase [Hidden Content] creating GPT for your site and more (partially free) Image generation Leonardo [Hidden Content] basis, good image generation (long free period). Bing-create [Hidden Content] the best of the free ones (works only with vpn, huge free period). Pornworks [Hidden Content] and Unstability [Hidden Content] - NO CENSURE Photo processing Clipdrop [Hidden Content] the best photoshop. In one click - cut out the background, improve the quality, expand the photo, remove unnecessary, etc. (Many free tools). Colorize [Hidden Content] will colorize a black and white photo. Upscale [Hidden Content] Greatly improves photo quality. Imagevariations [Hidden Content] Create high quality copies of any image. Watermark [Hidden Content] will remove watermarks. Shrink [Hidden Content] will reduce the weight of the photo. Video creation/processing D-ID [Hidden Content] you write the text or upload the audio, voila, and the presenter broadcasts (he will make the photo you uploaded or choose from ready-made ones the presenter, long free period). Runway [[Hidden Content]]([Hidden Content]) INCREDIBLE service. Can do almost anything (blur or remove background, change/remove unnecessary object, etc.), for example, creates ANY video, using a text request or uploading your video (there is a little free period). Oxolo [Hidden Content] mini-advertising video at your request (example, first videos are free). Deepbrain [Hidden Content] upon request, he will make a video (with a presenter, like a video presentation) or create a short video summary of the same format based on the video you send him (the service is paid, the first video is free). Caption [Hidden Content] only on iPhone, will create automatic subtitles, cut out pauses and unnecessary sounds, there is also a prompter function, that is, your gaze is always directed at the camera. Animate [Hidden Content] Create animation in just a minute, the character will speak with your voice. Design Designer microsoft [Hidden Content] any design work is completely free. Looka [Hidden Content] logo creation, downloading is paid, but taking a screenshot is not prohibited Vector [Hidden Content] Here you can further improve the quality. Framer [Hidden Content] perhaps the best free website design generation. Done on just one request. Flair [Hidden Content] will create a visual card on VB (30 free generations) Other useful services 10web [Hidden Content] create a website in a minute (partially free) Summarize [Hidden Content] A brief text summary of the video. Uberduck [Hidden Content] will create rap and other funny songs. Will make a celebrity voice from text and more. Many free features Tome [Hidden Content] great presentation generation (download is paid, but screenshots are free) Rev [Hidden Content] from audio to text. Transcription Rows [Hidden Content] will automatically create excel tables and analyze them perfectly Databass [Hidden Content] almost any work with music Podcast [Hidden Content] Fantastic sound improvement Spline [Hidden Content] working with 3D objects Ponzu [Hidden Content] creating 3D textures from descriptions 3Dpresso [Hidden Content] creating 3D models from videos. Finalle [Hidden Content] will predict the price of stocks and cryptocurrencies. P.S.: All neural networks require registration, and it's easy to log in via Google, most services are ONLY in English, so get a translator ready. All neural networks often glitch - this is normal ENJOY & HAPPY LEARNING!

The Macrocompass | Monetary Mechanics Course The Macrocompass – Monetary Mechanics course breaks down intricate monetary concepts into understandable segments, offering a structured approach to mastering monetary economics. This course equips learners with the skills needed to analyze and predict the effects of monetary policies on global financial markets. Course Content and Structure The Macrocompass – Monetary Mechanics Course is meticulously designed into digestible modules that cover essential monetary economic principles, case studies, and real-world applications. Each module is followed by practical exercises that reinforce the content learned, ensuring that I grasp the nuances of monetary scenarios and their impacts on the economy. Target Audience and Prerequisites This course targets professionals in finance, economics students, and avid investors interested in understanding global monetary dynamics. Prior knowledge in basic economics or finance is recommended, but not mandatory, as the course starts with foundational concepts before advancing to more complex topics. Unique Selling Points of the Course Building on the previous explanation of The Macrocompass – Monetary Mechanics course, I’ll investigate into the unique features that make this educational program stand out. These aspects are pivotal for anyone looking to deepen their understanding of monetary economics through a structured and insightful approach. Expertise of the Instructor The instructor’s background is a cornerstone of the course’s value. With extensive experience in financial analysis and monetary policy, the instructor not only brings a wealth of theoretical knowledge but also practical insights from years of exploring complex financial systems. This blend equips learners with nuanced perspectives that are crucial for mastering monetary mechanics. Practical Application of Concepts The course excels in translating complex theories into tangible practices. Each module is designed to bridge the gap between theory and real-world financial markets, ensuring that learners can apply concepts directly to current events and trends. This hands-on approach enhances analytic skills and equips students to make informed decisions in their professional fields. Course Layout and Learning Materials The Macrocompass – Monetary Mechanics course offers a well-organized curriculum tailored to enhance understanding of monetary policies and financial markets. I’ll explore the diverse learning materials provided in the course, which engage students through various multimedia tools and supportive reading. Video Lectures and Interactive Media The course includes a series of high-definition video lectures that systematically explain monetary concepts. These videos are paired with interactive sessions where learners can participate in real-time discussions and quizzes. This interactive media not only makes learning more engaging but also helps in solidifying the understanding of complex topics. Supplementary Resources and Reading Plus to video content, the course provides students with a variety of supplementary materials. These resources include case studies, scholarly articles, and industry reports that complement the lectures. Read more: [Hidden Content] Download Link Happy learning!