Best AI tools for< Applied Mathematician >
Infographic
20 - AI tool Sites
![Applied AI Institute Screenshot](/screenshots/aaii.ai.jpg)
Applied AI Institute
Applied AI Institute is an educational platform that provides AI education to business and IT professionals. They offer a variety of instructor-led webinars, tailored courses, guided hackathons, and solution development services. The institute focuses on enhancing learners' competencies and attitudes for success by offering customized courses with real-world client projects. Additionally, they provide consultation services to create solution assets for specific use cases, ensuring optimal results.
![Faculty AI Screenshot](/screenshots/faculty.ai.jpg)
Faculty AI
Faculty AI is a leading applied AI consultancy and technology provider, specializing in helping customers transform their businesses through bespoke AI consultancy and Frontier, the world's first AI operating system. They offer services such as AI consultancy, generative AI solutions, and AI services tailored to various industries. Faculty AI is known for its expertise in AI governance and safety, as well as its partnerships with top AI platforms like OpenAI, AWS, and Microsoft.
![Abacus.AI Screenshot](/screenshots/abacus.ai.jpg)
Abacus.AI
Abacus.AI is the world's first AI platform where AI, not humans, build Applied AI agents and systems at scale. Using generative AI and other novel neural net techniques, AI can build LLM apps, gen AI agents, and predictive applied AI systems at scale.
![Dan Rose AI Screenshot](/screenshots/danrose.ai.jpg)
Dan Rose AI
Dan Rose AI is a platform focused on applied artificial intelligence, providing insights and strategies on how AI can be utilized in the present time for real value. The website features blog posts, speaking engagements, and consulting services related to AI applications and strategies. Dan Rose Johansen, the founder, emphasizes practical approaches to AI implementation and its strategic use.
![Victor Dibia's Website Screenshot](/screenshots/victordibia.com.jpg)
Victor Dibia's Website
Victor Dibia's website showcases his expertise in Applied Machine Learning and Human-Computer Interaction (HCI). He is a Principal Research Software Engineer at Microsoft Research, focusing on Generative AI. The site features his publications, projects, CV, and blog posts, covering topics such as multi-agent systems, recommender systems, and more. Victor's work has been recognized in conferences and media outlets, highlighting his contributions to the field of AI and HCI.
![Runway Screenshot](/screenshots/runwayml.com.jpg)
Runway
Runway is an applied AI research company shaping the next era of art, entertainment, and human creativity. With a suite of creative tools designed to turn ideas into reality, Runway empowers users to explore the possibilities of AI-generated worlds. Founded in 2018, Runway has been pushing creativity forward with cutting-edge research in artificial intelligence and machine learning, collaborating with leading institutes worldwide.
![Runway Screenshot](/screenshots/runway.ai.jpg)
Runway
Runway is an AI tool that advances creativity by building multimodal AI systems to usher in a new era of human creativity. It offers a suite of creative tools designed to turn ideas into reality using AI models that understand and generate worlds. Runway empowers filmmakers to achieve their creative vision with AI, and it also hosts platforms and initiatives to celebrate and empower the next generation of storytellers.
![Connected Papers Screenshot](/screenshots/www.connectedpapers.com.jpg)
Connected Papers
Connected Papers is a search engine for academic papers that uses artificial intelligence to help users find and explore relevant research. It allows users to search for papers by keyword, author, or title, and then explore the connections between them. Connected Papers also provides a variety of tools to help users organize and manage their research, including the ability to create custom collections of papers, add notes and annotations, and share their research with others.
![Writefull X Screenshot](/screenshots/x.writefull.com.jpg)
Writefull X
Writefull X is a suite of AI-powered writing tools designed to help students and researchers with their academic writing. The tools include a title generator, abstract generator, paraphraser, academizer, and GPT detector. Writefull X is also available as an add-in for Microsoft Word and Overleaf.
![AI Mindset Screenshot](/screenshots/ai-mindset.ai.jpg)
AI Mindset
AI Mindset is a platform created by Conor Grennan that focuses on helping individuals and organizations understand and implement generative AI technologies. The platform offers insights, strategies, and news related to AI, along with training courses and resources to unlock the power of generative AI. Conor Grennan, a renowned expert in the field, has trained thousands of leaders and collaborated with prestigious organizations worldwide to drive innovation through AI solutions.
![TOPBOTS Screenshot](/screenshots/topbots.com.jpg)
TOPBOTS
TOPBOTS is a platform focused on Applied AI for Business, providing insights and resources on artificial intelligence, machine learning, automation, bots, and chatbots. The website covers a wide range of topics such as computer vision, conversational AI, natural language processing, HR & recruiting, marketing, and research summaries. TOPBOTS aims to help businesses understand and apply technical breakthroughs in AI to enhance their operations and strategies.
![Cognition Screenshot](/screenshots/cognition-labs.com.jpg)
Cognition
Cognition is an applied AI lab focused on reasoning. Their first product, Devin, is the first AI software engineer. Cognition is a small team based in New York and the San Francisco Bay Area.
![Altera Screenshot](/screenshots/altera.ai.jpg)
Altera
Altera is an applied research company focused on building digital humans - machines with fundamental human qualities. Led by Dr. Robert Yang, the team comprises computational neuroscientists, researchers, engineers, and builders from prestigious institutions like MIT, Stanford, and Google. Their mission is to create digital human beings that can live, care, and grow with us. The company's early research prototypes began in games, with a focus on developing digital humans that can interact and play games with users.
![AI Summer Screenshot](/screenshots/theaisummer.com.jpg)
AI Summer
AI Summer is a free educational platform that covers research and applied trends in AI and Deep Learning. It provides accessible and comprehensive content from the entire spectrum of AI to bridge the gap between researchers and the public. The platform simplifies complex concepts and drives scientific research by offering highly-detailed overviews of recent deep learning developments and thorough tutorials on popular frameworks. AI Summer is a community that seeks to demystify the AI landscape and enable new technological innovations.
![Link Screenshot](/screenshots/lorienpratt.com.jpg)
Link
Link is a Decision Intelligence platform that offers Agile Applied AI and Machine Learning solutions. The platform provides workshops on AI/ML/DI, Decision Intelligence Solutions, and Assured Agile AI Resources. Users can access live model galleries, blogs, news, and learn about Decision Intelligence Models. Link aims to help business leaders prepare for the AI paradigm shift by offering tools and resources for understanding and applying artificial intelligence effectively.
![11:59 Screenshot](/screenshots/1159.ai.jpg)
11:59
11:59 is an AI-powered business and digital transformation consulting service that aims to accelerate your transformation journey by leveraging GenAI and cloud technology. They work with you to build tailored solutions that reduce costs, enhance decision-making, and elevate your competitive edge. With expertise in applied AI, innovation lab, and transformation services, 11:59 helps businesses of all sizes to stay ahead of the curve in today's rapidly evolving technology landscape.
![Accel.AI Screenshot](/screenshots/accel.ai.jpg)
Accel.AI
Accel.AI is an institute founded in 2016 with a mission to drive artificial intelligence for social impact initiatives. They focus on integrating AI and social impact through research, consulting, and workshops on ethical AI development and applied AI engineering. The institute targets underrepresented groups, tech companies, governments, and individuals experiencing job loss due to automation. They work globally with companies, professionals, and students.
![Parrot AI Screenshot](/screenshots/parrot.ai.jpg)
Parrot AI
Parrot AI is an AI knowledge space for teams. It records and transcribes meetings, transforming them into knowledge that can be applied across your business. The AI assistant can brainstorm ideas, draft follow-up emails, proposals, user stories, research reports, and more. Parrot AI also has a built-in search function that finds matches effortlessly and summarizes the conversation, giving you the context you need to understand what you are seeing, hearing, and reading.
![Halfspace Screenshot](/screenshots/halfspace.ai.jpg)
Halfspace
Halfspace is an award-winning data, advanced analytics, and AI company that helps companies drive growth by leveraging applied Advanced Analytics & Artificial Intelligence. Their team, consisting of physicists, engineers, computer scientists, and designers, is data-driven to the core and captures value from data to unleash maximum potential. They work with bold and ambitious clients to create long-term value, focusing on quality above all.
![Google Research Screenshot](/screenshots/research.google.jpg)
Google Research
Google Research is a leading research organization focusing on advancing science and artificial intelligence. They conduct research in various domains such as AI/ML foundations, responsible human-centric technology, science & societal impact, computing paradigms, and algorithms & optimization. Google Research aims to create an environment for diverse research across different time scales and levels of risk, driving advancements in computer science through fundamental and applied research. They publish hundreds of research papers annually, collaborate with the academic community, and work on projects that impact technology used by billions of people worldwide.
20 - Open Source Tools
![SciMLBenchmarks.jl Screenshot](/screenshots_githubs/SciML-SciMLBenchmarks.jl.jpg)
SciMLBenchmarks.jl
SciMLBenchmarks.jl holds webpages, pdfs, and notebooks showing the benchmarks for the SciML Scientific Machine Learning Software ecosystem, including: * Benchmarks of equation solver implementations * Speed and robustness comparisons of methods for parameter estimation / inverse problems * Training universal differential equations (and subsets like neural ODEs) * Training of physics-informed neural networks (PINNs) * Surrogate comparisons, including radial basis functions, neural operators (DeepONets, Fourier Neural Operators), and more The SciML Bench suite is made to be a comprehensive open source benchmark from the ground up, covering the methods of computational science and scientific computing all the way to AI for science.
![InternLM Screenshot](/screenshots_githubs/InternLM-InternLM.jpg)
InternLM
InternLM is a powerful language model series with features such as 200K context window for long-context tasks, outstanding comprehensive performance in reasoning, math, code, chat experience, instruction following, and creative writing, code interpreter & data analysis capabilities, and stronger tool utilization capabilities. It offers models in sizes of 7B and 20B, suitable for research and complex scenarios. The models are recommended for various applications and exhibit better performance than previous generations. InternLM models may match or surpass other open-source models like ChatGPT. The tool has been evaluated on various datasets and has shown superior performance in multiple tasks. It requires Python >= 3.8, PyTorch >= 1.12.0, and Transformers >= 4.34 for usage. InternLM can be used for tasks like chat, agent applications, fine-tuning, deployment, and long-context inference.
![math-basics-for-ai Screenshot](/screenshots_githubs/girafe-ai-math-basics-for-ai.jpg)
math-basics-for-ai
This repository provides resources and materials for learning fundamental mathematical concepts essential for artificial intelligence, including linear algebra, calculus, and LaTeX. It includes lecture notes, video playlists, books, and practical sessions to help users grasp key concepts. The repository aims to equip individuals with the necessary mathematical foundation to excel in machine learning and AI-related fields.
![optillm Screenshot](/screenshots_githubs/codelion-optillm.jpg)
optillm
optillm is an OpenAI API compatible optimizing inference proxy implementing state-of-the-art techniques to enhance accuracy and performance of LLMs, focusing on reasoning over coding, logical, and mathematical queries. By leveraging additional compute at inference time, it surpasses frontier models across diverse tasks.
![MAVIS Screenshot](/screenshots_githubs/Peharge-MAVIS.jpg)
MAVIS
MAVIS (Math Visual Intelligent System) is an AI-driven application that allows users to analyze visual data such as images and generate interactive answers based on them. It can perform complex mathematical calculations, solve programming tasks, and create professional graphics. MAVIS supports Python for coding and frameworks like Matplotlib, Plotly, Seaborn, Altair, NumPy, Math, SymPy, and Pandas. It is designed to make projects more efficient and professional.
![awesome-generative-ai-guide Screenshot](/screenshots_githubs/aishwaryanr-awesome-generative-ai-guide.jpg)
awesome-generative-ai-guide
This repository serves as a comprehensive hub for updates on generative AI research, interview materials, notebooks, and more. It includes monthly best GenAI papers list, interview resources, free courses, and code repositories/notebooks for developing generative AI applications. The repository is regularly updated with the latest additions to keep users informed and engaged in the field of generative AI.
![Awesome-LLM-Tabular Screenshot](/screenshots_githubs/johnnyhwu-Awesome-LLM-Tabular.jpg)
Awesome-LLM-Tabular
This repository is a curated list of research papers that explore the integration of Large Language Model (LLM) technology with tabular data. It aims to provide a comprehensive resource for researchers and practitioners interested in this emerging field. The repository includes papers on a wide range of topics, including table-to-text generation, table question answering, and tabular data classification. It also includes a section on related datasets and resources.
![babilong Screenshot](/screenshots_githubs/booydar-babilong.jpg)
babilong
BABILong is a generative benchmark designed to evaluate the performance of NLP models in processing long documents with distributed facts. It consists of 20 tasks that simulate interactions between characters and objects in various locations, requiring models to distinguish important information from irrelevant details. The tasks vary in complexity and reasoning aspects, with test samples potentially containing millions of tokens. The benchmark aims to challenge and assess the capabilities of Large Language Models (LLMs) in handling complex, long-context information.
![Data-and-AI-Concepts Screenshot](/screenshots_githubs/AIinMinutes-Data-and-AI-Concepts.jpg)
Data-and-AI-Concepts
This repository is a curated collection of data science and AI concepts and IQs, covering topics from foundational mathematics to cutting-edge generative AI concepts. It aims to support learners and professionals preparing for various data science roles by providing detailed explanations and notebooks for each concept.
![LLM-PowerHouse-A-Curated-Guide-for-Large-Language-Models-with-Custom-Training-and-Inferencing Screenshot](/screenshots_githubs/ghimiresunil-LLM-PowerHouse-A-Curated-Guide-for-Large-Language-Models-with-Custom-Training-and-Inferencing.jpg)
LLM-PowerHouse-A-Curated-Guide-for-Large-Language-Models-with-Custom-Training-and-Inferencing
LLM-PowerHouse is a comprehensive and curated guide designed to empower developers, researchers, and enthusiasts to harness the true capabilities of Large Language Models (LLMs) and build intelligent applications that push the boundaries of natural language understanding. This GitHub repository provides in-depth articles, codebase mastery, LLM PlayLab, and resources for cost analysis and network visualization. It covers various aspects of LLMs, including NLP, models, training, evaluation metrics, open LLMs, and more. The repository also includes a collection of code examples and tutorials to help users build and deploy LLM-based applications.
![Awesome-LLM-Quantization Screenshot](/screenshots_githubs/pprp-Awesome-LLM-Quantization.jpg)
Awesome-LLM-Quantization
Awesome-LLM-Quantization is a curated list of resources related to quantization techniques for Large Language Models (LLMs). Quantization is a crucial step in deploying LLMs on resource-constrained devices, such as mobile phones or edge devices, by reducing the model's size and computational requirements.
![Call-for-Reviewers Screenshot](/screenshots_githubs/jiahaoli57-Call-for-Reviewers.jpg)
Call-for-Reviewers
The `Call-for-Reviewers` repository aims to collect the latest 'call for reviewers' links from various top CS/ML/AI conferences/journals. It provides an opportunity for individuals in the computer/ machine learning/ artificial intelligence fields to gain review experience for applying for NIW/H1B/EB1 or enhancing their CV. The repository helps users stay updated with the latest research trends and engage with the academic community.
![LLaMA-Factory Screenshot](/screenshots_githubs/hiyouga-LLaMA-Factory.jpg)
LLaMA-Factory
LLaMA Factory is a unified framework for fine-tuning 100+ large language models (LLMs) with various methods, including pre-training, supervised fine-tuning, reward modeling, PPO, DPO and ORPO. It features integrated algorithms like GaLore, BAdam, DoRA, LongLoRA, LLaMA Pro, LoRA+, LoftQ and Agent tuning, as well as practical tricks like FlashAttention-2, Unsloth, RoPE scaling, NEFTune and rsLoRA. LLaMA Factory provides experiment monitors like LlamaBoard, TensorBoard, Wandb, MLflow, etc., and supports faster inference with OpenAI-style API, Gradio UI and CLI with vLLM worker. Compared to ChatGLM's P-Tuning, LLaMA Factory's LoRA tuning offers up to 3.7 times faster training speed with a better Rouge score on the advertising text generation task. By leveraging 4-bit quantization technique, LLaMA Factory's QLoRA further improves the efficiency regarding the GPU memory.
![Awesome-Code-LLM Screenshot](/screenshots_githubs/codefuse-ai-Awesome-Code-LLM.jpg)
Awesome-Code-LLM
Analyze the following text from a github repository (name and readme text at end) . Then, generate a JSON object with the following keys and provide the corresponding information for each key, in lowercase letters: 'description' (detailed description of the repo, must be less than 400 words,Ensure that no line breaks and quotation marks.),'for_jobs' (List 5 jobs suitable for this tool,in lowercase letters), 'ai_keywords' (keywords of the tool,user may use those keyword to find the tool,in lowercase letters), 'for_tasks' (list of 5 specific tasks user can use this tool to do,in lowercase letters), 'answer' (in english languages)
![lobe-chat Screenshot](/screenshots_githubs/lobehub-lobe-chat.jpg)
lobe-chat
Lobe Chat is an open-source, modern-design ChatGPT/LLMs UI/Framework. Supports speech-synthesis, multi-modal, and extensible ([function call][docs-functionc-call]) plugin system. One-click **FREE** deployment of your private OpenAI ChatGPT/Claude/Gemini/Groq/Ollama chat application.
![llm-course Screenshot](/screenshots_githubs/mlabonne-llm-course.jpg)
llm-course
The LLM course is divided into three parts: 1. 🧩 **LLM Fundamentals** covers essential knowledge about mathematics, Python, and neural networks. 2. 🧑🔬 **The LLM Scientist** focuses on building the best possible LLMs using the latest techniques. 3. 👷 **The LLM Engineer** focuses on creating LLM-based applications and deploying them. For an interactive version of this course, I created two **LLM assistants** that will answer questions and test your knowledge in a personalized way: * 🤗 **HuggingChat Assistant**: Free version using Mixtral-8x7B. * 🤖 **ChatGPT Assistant**: Requires a premium account. ## 📝 Notebooks A list of notebooks and articles related to large language models. ### Tools | Notebook | Description | Notebook | |----------|-------------|----------| | 🧐 LLM AutoEval | Automatically evaluate your LLMs using RunPod | ![Open In Colab](img/colab.svg) | | 🥱 LazyMergekit | Easily merge models using MergeKit in one click. | ![Open In Colab](img/colab.svg) | | 🦎 LazyAxolotl | Fine-tune models in the cloud using Axolotl in one click. | ![Open In Colab](img/colab.svg) | | ⚡ AutoQuant | Quantize LLMs in GGUF, GPTQ, EXL2, AWQ, and HQQ formats in one click. | ![Open In Colab](img/colab.svg) | | 🌳 Model Family Tree | Visualize the family tree of merged models. | ![Open In Colab](img/colab.svg) | | 🚀 ZeroSpace | Automatically create a Gradio chat interface using a free ZeroGPU. | ![Open In Colab](img/colab.svg) |
7 - OpenAI Gpts
![Economics Professor Screenshot](/screenshots_gpts/g-F3H01DUFX.jpg)
Economics Professor
Acts as an applied economics expert with the teaching style of physicist Richard Feynman
![DiscGolfRulesGPT Screenshot](/screenshots_gpts/g-QjhoyqbXw.jpg)
DiscGolfRulesGPT
I assist with Disc Golf rules and how they should be applied in competitive scenarios.
![Sociologist Screenshot](/screenshots_gpts/g-EmJDgvqAq.jpg)
Sociologist
Generates social research proposals, data analysis and cultural insight reports for academic and applied sociologists.
![Mon MathsTutor Screenshot](/screenshots_gpts/g-kcAVyqPZJ.jpg)
Mon MathsTutor
un professeur de mathématiques appliquées aidant les étudiants de niveaux avancés. Ce GPT offre un soutien en mathématiques appliquées, couvrant des sujets variés et fournissant des applications pratiques.
![Brainstormer Screenshot](/screenshots_gpts/g-fuoA03YRM.jpg)
Brainstormer
Brainstormer takes in a notion, applies a bunch of perspective agents set to improve it by seeking novelty, and spits out a bunch of improved creative ideas.