Best AI tools for< Prepare Models For Inference >

Appen is a leading provider of high-quality data for training AI models. The company's end-to-end platform, flexible services, and deep expertise ensure the delivery of high-quality, diverse data that is crucial for building foundation models and enterprise-ready AI applications. Appen has been providing high-quality datasets that power the world's leading AI models for decades. The company's services enable it to prepare data at scale, meeting the demands of even the most ambitious AI projects. Appen also provides enterprises with software to collect, curate, fine-tune, and monitor traditionally human-driven tasks, creating massive efficiencies through a trustworthy, traceable process.

PitchBob is an AI-powered platform that helps entrepreneurs and startups create professional pitch decks, business plans, and other essential documents. It offers a range of features, including AI-generated content, customizable templates, and expert guidance, to help users present their ideas effectively to investors and other stakeholders. PitchBob also provides access to a network of investors, accelerators, and other resources to support startups in their growth journey.

O'Reilly Media is an AI-powered platform offering technology and business training for individuals, businesses, government, and higher education institutions. With over 5,000 companies relying on their digital courses, O'Reilly provides resources to upskill teams in tools and technologies driving business outcomes. The platform features courses, certifications, interactive learning, live events, and insights reporting. O'Reilly leverages generative AI tools and large language models to help employees stay ahead in their tech careers. The platform also offers diversity scholarships and awards to promote inclusivity and recognize excellence in technical learning. With a history of over 40 years, O'Reilly has been sharing knowledge through books, tech conferences, and online learning content.

Labellerr is a data labeling software that helps AI teams prepare high-quality labels 99 times faster for Vision, NLP, and LLM models. The platform offers automated annotation, advanced analytics, and smart QA to process millions of images and thousands of hours of videos in just a few weeks. Labellerr's powerful analytics provides full control over output quality and project management, making it a valuable tool for AI labeling partners.

BoodleBox is a platform for group collaboration with generative AI (GenAI) tools like ChatGPT, GPT-4, and hundreds of others. It allows teams to connect multiple bots, people, and sources of knowledge in one chat to keep discussions engaging, productive, and educational. BoodleBox also provides access to over 800 specialized AI bots and offers easy team management and billing to simplify access and usage across departments, teams, and organizations.

Alteryx offers a leading AI Platform for Enterprise Analytics that delivers actionable insights by automating analytics. The platform combines the power of data preparation, analytics, and machine learning to help businesses make better decisions faster. With Alteryx, businesses can connect to a wide variety of data sources, prepare and clean data, perform advanced analytics, and build and deploy machine learning models. The platform is designed to be easy to use, even for non-technical users, and it can be deployed on-premises or in the cloud.

CovrLtr is an AI-powered tool designed to help users create tailored cover letters and interview questions and answers for job applications. The platform utilizes the latest AI models to save users time and enhance their job application process. With a focus on customer satisfaction, CovrLtr offers expertise in various areas such as web design, digital marketing, e-commerce, and branding services.

StudyQ is a free AI-powered Q&A homework helper and tutor that provides accurate answers for assignments, quizzes, exams, and other learning questions. Users can access advanced models like GPT-4o for free and unlimited usage. StudyQ aims to assist students in their academic endeavors by offering AI-generated solutions to their queries.

InterviewPlus is an AI-powered platform designed to help users prepare for interviews by offering mock interviews, questions, and answers tailored to various professions. Users can create customized interviews, receive interview-specific tips, and access useful information to enhance their interview performance. The platform covers a wide range of professions, including Information Technology, Business & System Analyst, Database Administration, Network Administration, Product & Project Management, Testing & Quality Assurance, Cyber Security & Compliance, Management & Leadership, and many others. InterviewPlus also provides real-time feedback from AI models, allowing users to practice and refine their interview skills effectively.

Skillflow is an AI platform built for learning. Unlike ChatGPT, Skillflow only requires a single prompt to start exploring a topic. Additionally, Skillflow is structured like a video game to make the whole process a lot more fun! Skillflow uses the most advanced models to generate course content, games, lesson personalization and more. Read the content and pass the tests to continue into the next module.

Tellius is an AI Augmented Analytics Software and Decision Intelligence platform that empowers users to get faster insights from data, break silos between Business Intelligence (BI) and AI, and accelerate complex data analysis with AI-driven automation. The platform offers guided insights, data preparation, natural language search, automated machine learning, and self-service analytics & reporting. Tellius is loved by analytics and business teams for providing instant ad hoc answers, simplifying complex analysis, and surfacing hidden key drivers and anomalies through best-in-class automated insights.

AIApply is a suite of AI-powered job search tools designed to help job seekers land their dream jobs faster and easier. The platform offers a range of services, including a job application kit, AI resume builder, AI cover letter generator, AI job interview preparation, and more. AIApply's tools are powered by advanced AI models that have been trained on the most successful cover letters and resumes that have landed candidates high-paying jobs. The platform is easy to use and affordable, making it a great option for job seekers of all levels.

Ask AI Lawyer is a free online legal information service that utilizes advanced artificial intelligence technology to provide answers to legal questions within 5 minutes. It is powered by OpenAI's GPT models and offers general legal information on various topics such as traffic laws, business start-ups, tax law, family law, business contracts, employment law, landlord/tenant matters, wills and trusts, and real estate law. The AI analyzes user questions, cross-references them with a database of legal information, and provides comprehensive answers. Answers are published publicly under the "Latest Questions" section for everyone to view. The service is designed to provide quick and easy access to legal information but should not be considered as a substitute for professional legal advice.

RTutor is an AI-powered tool developed by Orditus LLC that allows users to analyze and interpret data using natural language. It leverages OpenAI's large language models to translate user queries into R or Python code, which is then executed to provide analysis results. Users can upload data in various formats, ask questions, and receive results in seconds. RTutor offers a comprehensive Exploratory Data Analysis (EDA) report, supports data cleaning and preparation, and provides code chunks for analysis. It is designed for users to interact with data in their own languages, making data analysis accessible and efficient.

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.

BugFree.ai is an AI-powered platform designed to help users practice system design and behavior interviews, similar to Leetcode. The platform offers a range of features to assist users in preparing for technical interviews, including mock interviews, real-time feedback, and personalized study plans. With BugFree.ai, users can improve their problem-solving skills and gain confidence in tackling complex interview questions.

Caktus AI is an AI assistant designed to help students with their studies. It can answer questions, provide explanations, and generate content. Caktus AI is powered by a large language model, which allows it to understand and respond to complex questions in a natural way. Caktus AI is still under development, but it has already shown great promise as a tool for helping students learn.

Beyz AI is an AI Interview Assistant application that provides real-time answers during interviews. It offers features such as auto-translate, tailored interview prep modes, and universal meeting compatibility. The application aims to help users improve their interview performance and ensure success by leveraging AI technology. With a focus on enhancing interview skills and providing instant, tailored help, Beyz AI is designed to support users throughout the interview process.

Hi Talk is a GPT-powered AI for language learning. Speak with AI and chat on various topics, either by writing or speaking, while receiving messages with a realistic voice. Available 24/7 — available in 30 languages

TalkPal is an AI-powered language tutor that uses GPT technology to provide immersive and interactive language learning experiences. It offers real-time feedback, dynamic active listening exercises, and personalized learning plans to help users improve their listening, speaking, reading, and writing skills. TalkPal is available in over 57 languages and offers a variety of features to enhance language learning, including role-plays, debates, and character interactions.

AQLM is the official PyTorch implementation for Extreme Compression of Large Language Models via Additive Quantization. It includes prequantized AQLM models without PV-Tuning and PV-Tuned models for LLaMA, Mistral, and Mixtral families. The repository provides inference examples, model details, and quantization setups. Users can run prequantized models using Google Colab examples, work with different model families, and install the necessary inference library. The repository also offers detailed instructions for quantization, fine-tuning, and model evaluation. AQLM quantization involves calibrating models for compression, and users can improve model accuracy through finetuning. Additionally, the repository includes information on preparing models for inference and contributing guidelines.

xFasterTransformer is an optimized solution for Large Language Models (LLMs) on the X86 platform, providing high performance and scalability for inference on mainstream LLM models. It offers C++ and Python APIs for easy integration, along with example codes and benchmark scripts. Users can prepare models in a different format, convert them, and use the APIs for tasks like encoding input prompts, generating token ids, and serving inference requests. The tool supports various data types and models, and can run in single or multi-rank modes using MPI. A web demo based on Gradio is available for popular LLM models like ChatGLM and Llama2. Benchmark scripts help evaluate model inference performance quickly, and MLServer enables serving with REST and gRPC interfaces.

The 'gritlm' repository provides all materials for the paper Generative Representational Instruction Tuning. It includes code for inference, training, evaluation, and known issues related to the GritLM model. The repository also offers models for embedding and generation tasks, along with instructions on how to train and evaluate the models. Additionally, it contains visualizations, acknowledgements, and a citation for referencing the work.

Qwen is a series of large language models developed by Alibaba DAMO Academy. It outperforms the baseline models of similar model sizes on a series of benchmark datasets, e.g., MMLU, C-Eval, GSM8K, MATH, HumanEval, MBPP, BBH, etc., which evaluate the models’ capabilities on natural language understanding, mathematic problem solving, coding, etc. Qwen models outperform the baseline models of similar model sizes on a series of benchmark datasets, e.g., MMLU, C-Eval, GSM8K, MATH, HumanEval, MBPP, BBH, etc., which evaluate the models’ capabilities on natural language understanding, mathematic problem solving, coding, etc. Qwen-72B achieves better performance than LLaMA2-70B on all tasks and outperforms GPT-3.5 on 7 out of 10 tasks.

SWIFT (Scalable lightWeight Infrastructure for Fine-Tuning) supports training, inference, evaluation and deployment of nearly **200 LLMs and MLLMs** (multimodal large models). Developers can directly apply our framework to their own research and production environments to realize the complete workflow from model training and evaluation to application. In addition to supporting the lightweight training solutions provided by [PEFT](https://github.com/huggingface/peft), we also provide a complete **Adapters library** to support the latest training techniques such as NEFTune, LoRA+, LLaMA-PRO, etc. This adapter library can be used directly in your own custom workflow without our training scripts. To facilitate use by users unfamiliar with deep learning, we provide a Gradio web-ui for controlling training and inference, as well as accompanying deep learning courses and best practices for beginners. Additionally, we are expanding capabilities for other modalities. Currently, we support full-parameter training and LoRA training for AnimateDiff.

ms-swift is an official framework provided by the ModelScope community for fine-tuning and deploying large language models and multi-modal large models. It supports training, inference, evaluation, quantization, and deployment of over 400 large models and 100+ multi-modal large models. The framework includes various training technologies and accelerates inference, evaluation, and deployment modules. It offers a Gradio-based Web-UI interface and best practices for easy application of large models. ms-swift supports a wide range of model types, dataset types, hardware support, lightweight training methods, distributed training techniques, quantization training, RLHF training, multi-modal training, interface training, plugin and extension support, inference acceleration engines, model evaluation, and model quantization.

FarmVibes.AI is a repository focused on developing multi-modal geospatial machine learning models for agriculture and sustainability. It enables users to fuse various geospatial and spatiotemporal datasets, such as satellite imagery, drone imagery, and weather data, to generate robust insights for agriculture-related problems. The repository provides fusion workflows, data preparation tools, model training notebooks, and an inference engine to facilitate the creation of geospatial models tailored for agriculture and farming. Users can interact with the tools via a local cluster, REST API, or a Python client, and the repository includes documentation and notebook examples to guide users in utilizing FarmVibes.AI for tasks like harvest date detection, climate impact estimation, micro climate prediction, and crop identification.

AiTreasureBox is a versatile AI tool that provides a collection of pre-trained models and algorithms for various machine learning tasks. It simplifies the process of implementing AI solutions by offering ready-to-use components that can be easily integrated into projects. With AiTreasureBox, users can quickly prototype and deploy AI applications without the need for extensive knowledge in machine learning or deep learning. The tool covers a wide range of tasks such as image classification, text generation, sentiment analysis, object detection, and more. It is designed to be user-friendly and accessible to both beginners and experienced developers, making AI development more efficient and accessible to a wider audience.

This repository contains a comprehensive collection of 63 must-know Large Language Models (LLMs) interview questions. It covers topics such as the architecture of LLMs, transformer models, attention mechanisms, training processes, encoder-decoder frameworks, differences between LLMs and traditional statistical language models, handling context and long-term dependencies, transformers for parallelization, applications of LLMs, sentiment analysis, language translation, conversation AI, chatbots, and more. The readme provides detailed explanations, code examples, and insights into utilizing LLMs for various tasks.

LitGPT is a command-line tool designed to easily finetune, pretrain, evaluate, and deploy 20+ LLMs **on your own data**. It features highly-optimized training recipes for the world's most powerful open-source large-language-models (LLMs).

RWKV is an RNN with Transformer-level LLM performance, which can also be directly trained like a GPT transformer (parallelizable). And it's 100% attention-free. You only need the hidden state at position t to compute the state at position t+1. You can use the "GPT" mode to quickly compute the hidden state for the "RNN" mode. So it's combining the best of RNN and transformer - **great performance, fast inference, saves VRAM, fast training, "infinite" ctx_len, and free sentence embedding** (using the final hidden state).

Speechless.AI is committed to integrating the superior language processing and deep reasoning capabilities of large language models into practical business applications. By enhancing the model's language understanding, knowledge accumulation, and text creation abilities, and introducing long-term memory, external tool integration, and local deployment, our aim is to establish an intelligent collaborative partner that can independently interact, continuously evolve, and closely align with various business scenarios.

The Octopus-v4 project aims to build the world's largest graph of language models, integrating specialized models and training Octopus models to connect nodes efficiently. The project focuses on identifying, training, and connecting specialized models. The repository includes scripts for running the Octopus v4 model, methods for managing the graph, training code for specialized models, and inference code. Environment setup instructions are provided for Linux with NVIDIA GPU. The Octopus v4 model helps users find suitable models for tasks and reformats queries for effective processing. The project leverages Language Large Models for various domains and provides benchmark results. Users are encouraged to train and add specialized models following recommended procedures.

AiOS is a tool for human pose and shape estimation, performing human localization and SMPL-X estimation in a progressive manner. It consists of body localization, body refinement, and whole-body refinement stages. Users can download datasets for evaluation, SMPL-X body models, and AiOS checkpoint. Installation involves creating a conda virtual environment, installing PyTorch, torchvision, Pytorch3D, MMCV, and other dependencies. Inference requires placing the video for inference and pretrained models in specific directories. Test results are provided for NMVE, NMJE, MVE, and MPJPE on datasets like BEDLAM and AGORA. Users can run scripts for AGORA validation, AGORA test leaderboard, and BEDLAM leaderboard. The tool acknowledges codes from MMHuman3D, ED-Pose, and SMPLer-X.

OpenLLM is a platform that helps developers run any open-source Large Language Models (LLMs) as OpenAI-compatible API endpoints, locally and in the cloud. It supports a wide range of LLMs, provides state-of-the-art serving and inference performance, and simplifies cloud deployment via BentoML. Users can fine-tune, serve, deploy, and monitor any LLMs with ease using OpenLLM. The platform also supports various quantization techniques, serving fine-tuning layers, and multiple runtime implementations. OpenLLM seamlessly integrates with other tools like OpenAI Compatible Endpoints, LlamaIndex, LangChain, and Transformers Agents. It offers deployment options through Docker containers, BentoCloud, and provides a community for collaboration and contributions.

Nejumi Leaderboard 3 is a comprehensive evaluation platform for large language models, assessing general language capabilities and alignment aspects. The evaluation framework includes metrics for language processing, translation, summarization, information extraction, reasoning, mathematical reasoning, entity extraction, knowledge/question answering, English, semantic analysis, syntactic analysis, alignment, ethics/moral, toxicity, bias, truthfulness, and robustness. The repository provides an implementation guide for environment setup, dataset preparation, configuration, model configurations, and chat template creation. Users can run evaluation processes using specified configuration files and log results to the Weights & Biases project.

Conversational advisor for VC memos

A channel for learning about Foresighting, including models, processes, and approaches.

All-encompassing guide for aspiring entertainers, covering creative and practical aspects.

A specialized coach for actors auditioning for commercials, offering tailored advice and feedback.

Expert AI for financial & startup document creation

A blunt yet friendly guide for startup idea validation.

Guides financial decisions by monitoring and enforcing policies and procedures.

Sofia, assistente jurídica com capacidade de pesquisa legal e acesso a modelos de documentos.

Get an objective valuation of your startup.

AI for support in disasters, health, and mental well-being, keeping methods confidential.

Prepare for AFK and Board

The Oracle of TED uses the top 100 ted talks from 2006-2021 to help you prepare your next presentation.

Tell me your company and customer and I'll prepare your first call with them!

I help prepare investor meetings and questions for the next fundraising round

I will help you prepare and deal with any crisis now and in the future

Helps to prepare for a difficult conversation with emotional intelligence and clarity.

I analyze audition sides to help actors prepare for in-person and self-taped auditions for TV and Film

日本での災害に備える物や避難場所を教えます(I will teach you what to prepare for disasters in Japan and where to take refuge.)

For Proofreading the Auto-Generated YouTube subtitles. To prepare for translation.

Ask questions, study together and prepare for exams.