Research & Education

start-llms is a comprehensive guide designed to help individuals, even those with little to no prior programming or AI knowledge, to start and improve their Large Language Model (LLM) skills. The resource aims to keep users up-to-date with the latest news and state-of-the-art techniques in the LLM field. It offers a structured learning path, including short YouTube video introductions, recommended books and articles, online courses (both free and paid options), and a strong emphasis on practical application through coding exercises. The guide also covers essential topics like prompting, Retrieval Augmented Generation (RAG), and how to find a machine learning job, making it a valuable resource for aspiring LLM experts.

SkillDuck is an AI-powered e-learning authoring tool designed to create interactive, multilingual web-based trainings quickly and efficiently. It automates time-consuming steps in the authoring process, allowing for faster production and lower costs compared to conventional training development. The platform integrates company knowledge securely, generates content from various document formats, and ensures courses are always up-to-date with effortless updates. SkillDuck supports true multilingual capabilities, translating entire courses including UI and interactions. It features AI-generated videos, interactive learning elements like quizzes and simulations, and seamless LMS integration via SCORM files. The tool is built to ensure consistent didactic quality and offers flexible licensing options for businesses of all sizes.

AI for Global Goals is an EdTech organization dedicated to democratizing world-class AI education globally. It aims to scale AI learning, innovation, and impact worldwide by bringing together global talent, cutting-edge research, and real-world applications in AI and global challenges. The platform offers personalized AI education through Elandi, which leverages artificial intelligence to adapt content, assessments, and tutoring to individual preferences and needs. Additionally, it provides an Enterprise AI Academy designed for organizations, combining the quality of OxML with bespoke programs to meet specific strategic goals and employee learning styles. The organization has trained over 8000 professionals from 700+ organizations across 142 countries.

AI Image Generator | Canva is an AI-powered tool designed to simplify and enhance the image creation process for a wide range of users. It enables the generation of unique images suitable for marketing materials, social media content, educational resources, and more. Users can leverage free templates and the Magic Studio feature for extensive customization, making it accessible for both beginners and experienced designers. The platform supports team collaboration and workflow optimization, integrating seamlessly with other Canva features like photo editing, background removal, and AI art generation. This tool is part of Canva's broader suite of AI capabilities, aiming to unlock creativity and streamline visual content production.

The AI Engineering Hub is a comprehensive resource designed to help individuals learn and build with AI, focusing on rapidly advancing areas like Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), and AI agents. It features over 93 production-ready projects, categorized by difficulty (Beginner, Intermediate, Advanced), covering topics such as OCR, chat interfaces, basic and advanced RAG implementations, multi-component AI agent systems, model fine-tuning, and production deployments. The hub provides in-depth tutorials and practical examples that can be adapted and scaled for various projects, making it suitable for beginners, practitioners, and researchers alike.

Applied-Deep-Learning is an open-source repository offering a comprehensive course in applied deep learning, primarily designed for graduate students but also suitable for undergraduates with strong backgrounds in relevant quantitative fields. The course aims to familiarize students with state-of-the-art deep learning techniques used in the industry. It covers a wide array of topics across two semesters, including computer vision, natural language processing, generative networks, advanced topics like domain adaptation and federated learning, speech & music, reinforcement learning, graph neural networks, recommender systems, and computational biology. The materials include detailed lecture notes and corresponding YouTube playlists for each topic, emphasizing practical application and clean coding in Python, with familiarity in TensorFlow and PyTorch being beneficial.

DeepLearn is an open-source GitHub repository dedicated to providing implementations of various research papers across the fields of Deep Learning, Natural Language Processing (NLP), and Computer Vision (CV). Developed in Python, it leverages popular libraries such as Keras, Tensorflow, and Scikit Learn, making it accessible for those familiar with these frameworks. The repository covers a wide range of topics, from Correlation Neural Networks and Attention-Based CNNs to Siamese Recurrent Architectures for sentence similarity and implementations related to fake news detection. It's an excellent resource for researchers, students, and developers looking to explore, understand, and replicate cutting-edge AI models directly from published papers, offering practical code examples for complex theoretical concepts.

DeepLearning_LHY21_Notes is a comprehensive collection of learning notes for the 2021 Deep Learning course by Hung-yi Lee. This resource covers a wide array of essential deep learning topics, including regression, convolutional neural networks (CNNs), self-attention mechanisms, Transformers, Generative Adversarial Networks (GANs), and BERT models. It is designed to help learners understand complex concepts through detailed notes, making it an invaluable study aid for anyone looking to deepen their knowledge in artificial intelligence and machine learning. The notes are available in various formats including PDF, HTML, and Markdown.

Innovit Technologies specializes in Artificial Intelligence and Machine Learning education, offering comprehensive online courses designed to help individuals master these fields. The platform aims to equip learners with practical skills and knowledge, facilitating career transitions and job placements. Innovit Technologies emphasizes a Progressive-Aggressive Learning Model, providing hands-on experience, mentorship, and project-based learning to solve real-world problems. This approach ensures students gain relevant expertise and are well-prepared for roles in AI and ML, making it a one-stop shop for AI and ML education in India.

VirtualSpeech offers AI-powered soft skills training in virtual reality (VR), mixed reality (MR), and online formats. The platform provides immersive training for crucial workplace communication skills such as public speaking, difficult conversations, interviews, negotiations, and sales. Users can practice scenarios, receive instant AI-powered feedback on their performance, and reflect with an AI coach to identify areas for improvement. With over 55 hands-on practice exercises, VirtualSpeech aims to accelerate skill development. It caters to both individuals seeking career advancement and businesses/educational institutions looking to enhance employee or student communication abilities through interactive exercises, skill assessment, and advanced analytics.

Aifinite Learning is an EdTech company dedicated to empowering professionals in the fields of IT and data science. The platform provides a comprehensive suite of online courses and educational resources, specifically focusing on cutting-edge areas such as machine learning, deep learning, and artificial intelligence. Aifinite Learning emphasizes a hands-on learning approach, ensuring that participants gain practical knowledge and skills directly applicable to real-world scenarios. This focus on practical application helps professionals enhance their expertise and stay competitive in rapidly evolving technological landscapes.

Better Images of AI is a non-profit collaboration dedicated to researching, creating, and curating a repository of more realistic and inclusive images of artificial intelligence. The initiative addresses the prevalence of clichéd and misleading AI imagery, such as humanoid robots or glowing brains, which can hinder public understanding and perpetuate stereotypes. It offers an alternative library of stock images available for free use under Creative Commons licenses, serving as both a resource and an inspiration for more diverse representations of AI. The project aims to foster more meaningful conversations around AI's societal and environmental impacts by providing visuals that accurately reflect the technology's true nature and capabilities.

Lessonette is an innovative AI-powered platform designed to transform any topic into a personalized, structured micro-course within minutes. It aims to accelerate learning by providing content derived from real sources, offering an experience akin to being taught by a patient tutor. The tool focuses on delivering efficient and effective learning, allowing users to quickly grasp new subjects. Its core functionality revolves around generating custom educational pathways, making complex information accessible and digestible. Lessonette is ideal for individuals seeking to acquire new knowledge rapidly and efficiently, leveraging artificial intelligence to create a tailored learning environment.

INTTRVU.AI is a professional upskilling platform offering NASSCOM-certified programs in Data Science, Generative AI, and advanced analytics. It is specifically designed for working professionals with 5+ years of experience who aim to transition from execution-focused roles to AI-powered leadership positions. The platform focuses on industry-relevant learning, with programs built around real business problems to ensure direct applicability in the workplace. Participants earn recognized certifications that validate their expertise and strengthen professional credibility. INTTRVU.AI also provides interview preparation for senior Data Science roles, emphasizing decision-making, ownership, and impact, and offers courses tailored for business leaders to understand modern AI technologies.

SceneSnap is an AI-powered learning platform designed to revolutionize how students engage with educational content. Users can upload videos, audio files, or documents, and SceneSnap automatically generates a step-by-step learning path complete with an AI tutor, flashcards, quizzes, and summaries. The platform features 'Repeater,' a guided learning experience that adapts to user responses, offering personalized explanations and feedback. It also provides automatic note generation, smart video summaries, interactive tutoring, chapter division, and transcript generation, making it ideal for preparing for exams and organizing course materials efficiently.

MLtechniques.com functions as a research lab dedicated to advancing innovative technology in areas such as deterministic, no-Blackbox, explainable Enterprise AI, and high-performance computing methods. The platform provides a wealth of resources including free technical articles, AI & Math books, and a monthly newsletter. It focuses on alternatives to deep neural networks and the new generation of mathematical engineering, covering topics like xLLM, GenAI, and Quantum AI. The site also features podcasts and an AI Fellowship program, catering to professionals and researchers interested in cutting-edge AI and machine learning concepts.

Brogrammers, operating under the name Edunexora, is an AI-powered educational platform designed to enhance the learning experience for students and educators. It leverages artificial intelligence to generate study materials, create comprehensive learning roadmaps, and develop interactive flashcards and quizzes. The platform aims to provide a robust set of tools for efficient and effective learning, covering various subjects including Data Structures and Algorithms (DSA). With its focus on AI-generated content and premium features, Brogrammers offers a modern approach to education, making complex topics more accessible and engaging for its users.

CognitiveBotics is an AI-powered digital learning tool designed to empower therapists in providing personalized digital therapy for children with neurodiverse conditions such as Autism, ADHD, Down Syndrome, and developmental delays. The platform allows therapists to design customized learning plans tailored to each child's unique needs, guiding their growth based on individual strengths and challenges. It facilitates interactive, home-based digital sessions to develop essential skills, while also providing parents with easy-to-follow training videos for support. CognitiveBotics offers detailed progress tracking and reports, enabling therapists and parents to refine learning plans. The tool transforms screen time into active learning, focusing on skills like attention, imitation, receptive and expressive language, visual processing, social interaction, play, self-help, reading, writing, arithmetic, and group skills.

Aventis AI offers an innovative educational platform that integrates AI agents with blockchain-verified certifications. The platform aims to transform learning by providing tools like the Agentic Coach for corporate training, GradeMaster AI Agent for educators to streamline grading, and CyberMentor AI Agent for learners focusing on cybersecurity. Aventis AI emphasizes real-world asset (RWA) certificates secured by blockchain, ensuring authenticity and global recognition. With a strong focus on AI-powered education, it caters to both individual learners and organizations looking to create their own corporate universities. The platform also features a Metaverse Campus for immersive learning experiences and is backed by the BNB Chain for its $AAI token.

Machine Learning at Berkeley (ML@B) is a student-run organization at UC Berkeley dedicated to advancing the field of machine learning. It serves as a hub for students interested in AI, offering a vibrant community, educational resources, and computational support. ML@B empowers students to tackle complex, real-world data-driven challenges through collaborative research and practical application. The organization focuses on pushing the boundaries of knowledge in AI, mirroring UC Berkeley's broader commitment to groundbreaking discoveries that propel humanity forward. Through its initiatives, ML@B helps cultivate the next generation of leaders and innovators in artificial intelligence.

Magnimind Academy is an educational platform dedicated to fostering careers in data science, data analytics, and large language model (LLM) data science. The academy offers a range of programs, including mentor-led data science internships, data analytics/business analytics courses, and an LLM Data Science Bootcamp. Emphasizing a 100% success rate in job placement, Magnimind Academy connects students with experts from Silicon Valley for live online classes. The curriculum focuses on building practical skills and portfolios with real industry projects. With a global network of over 20,000 members and 1,000 students, the academy aims to equip individuals with the knowledge and experience needed to succeed in the technology sector.

LiU AI Society is Linköping University's student association dedicated to artificial intelligence. The society aims to bridge the gap between students and the AI industry and academia by organizing a variety of events. These include hackathons, company visits, lectures, workshops, and research projects. It serves as a vital platform for members and partners to network, build professional relationships, and share knowledge. The society is committed to broadening students' AI and machine learning knowledge base and providing clear insights into potential career paths within these fields. It also offers opportunities for engaged and ambitious students to secure internships or research positions.

Probabilistic AI School (ProbAI) is a non-profit organization, officially registered as Probabilistic AI Collective AS, dedicated to fostering an inclusive environment for state-of-the-art artificial intelligence research, education, and collaboration. It organizes a series of 'ProbAI School' events, which are educational programs designed to deliver expertise in machine learning and AI. These schools are open to a wide audience, including enthusiasts, students, academics, and industry professionals. Past and upcoming events are held in various international locations, offering a platform for learning and networking within the AI community. The ProbAI Collective aims to bridge communities, drive innovation, and contribute to a better future through AI.

DeepLearningForNLPInPytorch offers an IPython Notebook tutorial designed for deep learning in natural language processing, including structure prediction. It addresses gaps found in other tutorials by focusing specifically on NLP, utilizing the dynamic capabilities of PyTorch, and moving beyond basic RNN language models to cover linguistic structure prediction. The tutorial starts with fundamental concepts like Torch's Tensor Library and computation graphs, progressing to advanced topics such as word embeddings, sequence modeling with LSTMs, and Bi-LSTM Conditional Random Fields for named-entity recognition. It also includes exercises for practical implementation and references for further study, making it a comprehensive resource for understanding and applying deep learning models in NLP.