{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "611b1174-f956-47da-8d25-c991ed945473", "metadata": {}, "outputs": [], "source": [ "import os\n", "from dotenv import load_dotenv, find_dotenv\n", "_ = load_dotenv(find_dotenv())\n", "openai_api_key = os.environ[\"OPENAI_API_KEY\"]" ] }, { "cell_type": "markdown", "id": "77078e31-b204-4c1b-9a6a-9992936163ef", "metadata": {}, "source": [ "## Document Loaders\n", "LangChain can load data from many sources:\n", "* Websites.\n", "* Databases.\n", "* Youtube, Twitter.\n", "* Excel, Pandas, Notion, Figma, HuggingFace, Github, Etc.\n", "\n", "LangChain can load data of many types:\n", "* PDF.\n", "* HTML.\n", "* JSON.\n", "* Word, Powerpoint, etc." ] }, { "cell_type": "markdown", "id": "4a5f9dc3-9307-4648-9d44-9a4c39396447", "metadata": {}, "source": [ "**Sometimes you will have to clean or prepare the data you load before you can use it.**\n", "
\n", "This is something Data Scientist are used to do." ] }, { "cell_type": "markdown", "id": "1661660b-7088-472e-ab43-da66d4cdccd4", "metadata": {}, "source": [ "## Loading PDF documents" ] }, { "cell_type": "code", "execution_count": 2, "id": "7f728ffb-2e07-4ba1-8a7b-5039b8ddec9c", "metadata": {}, "outputs": [], "source": [ "# !pip install pypdf" ] }, { "cell_type": "code", "execution_count": 3, "id": "68a4a36d-560f-445c-9f5e-b727e5420848", "metadata": {}, "outputs": [], "source": [ "from langchain.document_loaders import PyPDFLoader\n", "loader = PyPDFLoader(\"data/5pages.pdf\")\n", "pages = loader.load()" ] }, { "cell_type": "code", "execution_count": 4, "id": "a6862dae-a147-4611-bade-e9d20e0b53e6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(pages)" ] }, { "cell_type": "code", "execution_count": 5, "id": "b4d834db-06fd-41ad-8b19-361fe2cf5a3b", "metadata": {}, "outputs": [], "source": [ "page = pages[0]" ] }, { "cell_type": "code", "execution_count": 6, "id": "4c0517db-4f09-409b-889b-2b278e3f3ea8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Page 1 of 4 PDF Files \n", "Scan – Create – Reduce File Size \n", " \n", " \n", "It is recommended that you purchase an Adobe Acrobat product that \n", "allows you to read, create and manipulate PDF documents. Go to http://www.adobe.com/products/acrobat/matrix.html\n", " to compare \n", "Adobe products and features –Adobe Acrobat Standard is sufficient. \n", " \n", " \n", "Scanning Documents \n", " \n", "You should only have to scan docu ments that are not electronic, and \n", "when you are unable to create a PDF using PDFMaker or the Print \n", "Command from t\n" ] } ], "source": [ "print(page.page_content[0:500])" ] }, { "cell_type": "code", "execution_count": 7, "id": "9b52afe1-18f8-48f0-805f-baa0ea6794e5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'source': 'data/5pages.pdf', 'page': 0}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "page.metadata" ] }, { "cell_type": "markdown", "id": "c26ae0a8-1010-4819-9555-eab30da08d58", "metadata": {}, "source": [ "## Loading YouTube Audio" ] }, { "cell_type": "code", "execution_count": 8, "id": "cf57c5a9-2489-4b3b-9a85-6eb08172092d", "metadata": {}, "outputs": [], "source": [ "from langchain.document_loaders.generic import GenericLoader\n", "from langchain.document_loaders.parsers import OpenAIWhisperParser\n", "from langchain.document_loaders.blob_loaders.youtube_audio import YoutubeAudioLoader" ] }, { "cell_type": "markdown", "id": "6c6a9b02-5c83-41ec-88b8-267364cc8e7f", "metadata": {}, "source": [ "# !pip install yt_dlp\n", "# !pip install pydub" ] }, { "cell_type": "markdown", "id": "6f5ebc7a-eda5-49ff-bf46-7763cc774dc2", "metadata": {}, "source": [ "**The following code is not working anymore, probably due to changes in the yt-dlp package. We will investigate it and report back ASAP.**" ] }, { "cell_type": "code", "execution_count": 9, "id": "0a63962a-e42a-482b-8b2f-afd4c5a1b9b8", "metadata": {}, "outputs": [], "source": [ "# url=\"https://www.youtube.com/watch?v=Rb9Bpw8yvTg\"\n", "# save_dir=\"data/youtube/\"\n", "# loader = GenericLoader(\n", "# YoutubeAudioLoader([url],save_dir),\n", "# OpenAIWhisperParser()\n", "# )\n", "# docs = loader.load()" ] }, { "cell_type": "code", "execution_count": 10, "id": "ad073270-619a-4d9a-a946-1745b035a14b", "metadata": {}, "outputs": [], "source": [ "# docs[0].page_content[0:500]" ] }, { "cell_type": "markdown", "id": "c172a2eb-b34d-4788-a9bc-2a783b7698ea", "metadata": {}, "source": [ "## Loading websites" ] }, { "cell_type": "markdown", "id": "f0258fba-d74b-4622-8843-16c0ee242f65", "metadata": {}, "source": [ "**Option 1: Web Base Loader**" ] }, { "cell_type": "code", "execution_count": 11, "id": "8c1fe6e6-958e-4d91-bd3c-c9301a7d86b5", "metadata": {}, "outputs": [], "source": [ "from langchain.document_loaders import WebBaseLoader\n", "\n", "loader = WebBaseLoader(\"https://aiaccelera.com/100-ai-startups-100-llm-apps-that-have-earned-500000-before-their-first-year-of-existence/\")" ] }, { "cell_type": "code", "execution_count": 12, "id": "15c66ac3-76ce-4ad1-8645-64f7bdd72be7", "metadata": {}, "outputs": [], "source": [ "docs = loader.load()" ] }, { "cell_type": "code", "execution_count": 13, "id": "c671c8c2-5cc3-4bf0-85cc-5db6587fb7a0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\"100 AI Startups\": 100 LLM Apps that have earned $500,000 before their first year of existence\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " info@aiaccelera.com \n", "\n", "\n", "\n", "\n", "\n", "Spanish:\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "0\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Services \n", "\n", "Learn to create LLM Applications\n", "Development of Enterprise LLM Apps\n", "Development of LLM Apps for Startups\n", "AI Consulting for Businesses\n", "In-Company AI Training\n", "Building your Team of AI Professionals\n", "We are looking for Entrepreneurs\n", "AI Sandbox: Developers + Entrepreneurs\n", "\n", "\n", "Use Cases\n", "Resources\n", "Community \n", "\n", "Management Team\n", "AI Hall of Fame\n", "AI Experts Council\n", "AI Investors Council\n", "\n", "\n", "Partners\n", "Jobs\n", "Contact\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "“100 AI Startups”: 100 LLM Apps that have earned $500,000\n", "\n", "Homeblog“100 AI Startups”: 100 LLM Apps that have earned $500,000 \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "Posted on October 5, 2023\n", " \n", "\n", "AI Accelera\n", "\n", "\n", "No Comments\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "The new book “100 AI Startups” by Julio Colomer presents 100 new Artificial Intelligence companies that have earned at least $500,000 in their first year of existence and are radically changing how things are done in over 30 sectors, including banking, insurance, health, education, legal, logistics, marketing, sales, customer service, and even in public administration.\n", "These 100 startups from Silicon Valley show how the fastest-growing area among the new Artificial Intelligence companies are the new LLM Apps (LLM Apps), which are changing every sector and areas of the company.\n", "It’s not science fiction. There are already startups with LLM Applications that have earned more than $500,000 before their first year of existence by doing this:\n", "\n", "Improving the effectiveness of surgeons.\n", "Customer service in banks.\n", "Tutoring for students.\n", "Legal recommendations.\n", "Stock analysis.\n", "Delivering physiotherapy sessions.\n", "Finding new clients.\n", "Immigration management.\n", "Audits.\n", "Managing contracts with Public Administration.\n", "Managing construction proje\n" ] } ], "source": [ "print(docs[0].page_content[:2000])" ] }, { "cell_type": "markdown", "id": "640143f0-c75e-4c2d-9d1d-dfc3610b1afb", "metadata": {}, "source": [ "**Option 2: Unstructured HTML Loader**" ] }, { "cell_type": "code", "execution_count": 23, "id": "d17828c2-1877-48ee-b216-39cfd7dc2198", "metadata": {}, "outputs": [], "source": [ "# !pip install unstructured" ] }, { "cell_type": "code", "execution_count": 15, "id": "9f084e39-5d10-49f9-ac04-3ae75a8ff4cb", "metadata": {}, "outputs": [], "source": [ "from langchain.document_loaders import UnstructuredHTMLLoader" ] }, { "cell_type": "code", "execution_count": 16, "id": "02a54b62-e906-4b74-ac31-b2bd06a49e5a", "metadata": {}, "outputs": [], "source": [ "loader = UnstructuredHTMLLoader(\"data/_100 AI Startups__ 100 LLM Apps that have earned $500,000 before their first year of existence.html\")" ] }, { "cell_type": "code", "execution_count": 17, "id": "18453986-74d6-4e2b-a278-93de52638397", "metadata": {}, "outputs": [], "source": [ "data = loader.load()" ] }, { "cell_type": "code", "execution_count": 18, "id": "1ab24514-2bca-4d7c-bf40-f5ee359df363", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Document(page_content='Posted on October 5, 2023\\n\\nAI Accelera\\n\\nNo Comments\\n\\nThe new book “100 AI Startups” by Julio Colomer presents 100 new Artificial Intelligence companies that have earned at least $500,000 in their first year of existence and are radically changing how things are done in over 30 sectors, including banking, insurance, health, education, legal, logistics, marketing, sales, customer service, and even in public administration.\\n\\nThese 100 startups from Silicon Valley show how the fastest-growing area among the new Artificial Intelligence companies are the new LLM Apps (LLM Apps), which are changing every sector and areas of the company.\\n\\nIt’s not science fiction. There are already startups with LLM Applications that have earned more than $500,000 before their first year of existence by doing this:\\n\\nImproving the effectiveness of surgeons.\\n\\nCustomer service in banks.\\n\\nTutoring for students.\\n\\nLegal recommendations.\\n\\nStock analysis.\\n\\nDelivering physiotherapy sessions.\\n\\nFinding new clients.\\n\\nImmigration management.\\n\\nAudits.\\n\\nManaging contracts with Public Administration.\\n\\nManaging construction projects.\\n\\nEvent organization.\\n\\nManaging defaults.\\n\\nAnswering (yes, answering) surveys.\\n\\nGenerating news.\\n\\nNegotiating a sales contract.\\n\\nValuing a company.\\n\\nTaking notes in meetings.\\n\\n“Once again the future is being invented in Silicon Valley. And this time with an intensity not seen since the first wave of the Internet,” comments Julio Colomer.\\n\\n“In this wave, it’s not just venture capitalists, accelerators, and startups that are involved. All the major tech companies, from Microsoft to Google, including Apple, Facebook, Tesla, and Salesforce, have jumped in with multimillion-dollar investments in Generative Artificial Intelligence. We haven’t seen such unanimous interest in the last twenty years.”\\n\\nBeyond the initial interest generated by the launch of ChatGPT, little is known by the general public about how AI can be used to make money, be more productive, or live better.\\n\\n“The importance of this book is that it helps visualize what can already be done with the new Generative Artificial Intelligence. This is valuable not only for entrepreneurs looking for ideas but for executives and professionals from all sectors who want to advance in their professional careers.”\\n\\n“This book confirms the changes we announced in the previous book, Keys to Artificial Intelligence:\\n\\nFirst, that the new Artificial Intelligence inherits from Machine Learning and Data Science but is not the same. One is mistaken to think that the professional skills needed to build the new LLM Applications are the same as those needed for data analysis or a prediction model.\\n\\nSecond, that today the key is the LLM Applications, which ride on the backs of the Foundation LLMs (ChatGPT, Llama2, etc.) combining them with external data sources and APIs.\\n\\nThird, that the development of LLM Applications is experiencing exponential growth in the United States and will soon reach other countries: every company wants to have LLM Applications. This opens an excellent employment opportunity for those who enter this new field.”\\n\\nYou can see the table of contents of the book “100 AI Startups” here.\\n\\nThe books “100 AI Startups” and “Keys to Artificial Intelligence” can be found on Amazon.\\n\\n“We are in a new world. LLM Applications use methods and tools that were practically unknown three years ago: embeddings, vector databases, orchestration frameworks, LLM cache, prompt engineering, etc.”\\n\\nThe AI Accelerator (aceleradoraAI.com), with a presence in Spain, Latin America, and the United States, offers courses to learn how to create LLM Applications and other related services such as:\\n\\nDevelopment of LLM Applications for companies.\\n\\nDevelopment of LLM Applications for startups.\\n\\nArtificial Intelligence consulting services for companies.\\n\\nArtificial Intelligence training services for companies.\\n\\nStaff selection to form AI Teams in the company.\\n\\nTechnical support for entrepreneurs wanting to create an AI startup.\\n\\nAI Test Field: connecting entrepreneurs and junior developers.\\n\\nFor more information, visit the AI Accelera website.\\n\\nFor each of the 100 startups analyzed in the book “100 IA Startups“, it details:\\n\\nProblem solved.\\n\\nProposed solution.\\n\\nTechnical analysis.\\n\\nIdentifying data of the company, its website, and its founders.\\n\\nThe startup presented in the book use LLM Applications to solve the described problems. If you are interested in learning more about LLM Applications or Artificial Intelligence applied to the company, here are some interesting links:\\n\\nCourses and Bootcamps to learn to create LLM Applications.\\n\\nDevelopment of LLM Applications for your company.\\n\\nDevelopment of LLM Applications for a new startup.\\n\\nArtificial Intelligence consulting for businesses.\\n\\nIn-Company custom Artificial Intelligence training.\\n\\nSelection of Artificial Intelligence professionals, LLM Applications, Machine Learning, and Data Science for businesses.\\n\\nExperimental projects of LLM Applications: contact between entrepreneurs and junior developers.\\n\\nWe are looking for entrepreneurs interested in creating startups based on LLM Applications. We provide technical assistance and monitoring.\\n\\nWe are looking for collaborators: Do you work in a training center, a consultancy/advisory service, or in a support center for entrepreneurs? We are interested in talking to you.\\n\\nPost Tags Post Tags\\n\\nAI\\n\\nartificial intelligence\\n\\nSearch for:\\n\\nSearch\\n\\nRelated Posts\\n\\nReal Case: Your new doctor is an Artificial Intelligence Agent.2023\\n\\nReal Case: Your child’s new tutor is an Artificial Intelligence Agent.2023\\n\\nReal Case: An Artificial Intelligence Agent takes over End-to-End testing for software applications.2023\\n\\nReal Case: An Artificial Intelligence Agent to find opportunities to contract with the Government.2023\\n\\nGo to the Main Page of our Blog', metadata={'source': 'data/_100 AI Startups__ 100 LLM Apps that have earned $500,000 before their first year of existence.html'})]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "markdown", "id": "d875f549-7dd7-4a29-b4dd-ea6ed76c438e", "metadata": {}, "source": [ "**Option 3: Beautiful Soup**" ] }, { "cell_type": "code", "execution_count": null, "id": "05a113e5-636c-408d-ac5a-99f7a8f5c621", "metadata": {}, "outputs": [], "source": [ "#!pip install beautifulsoup4" ] }, { "cell_type": "code", "execution_count": 24, "id": "8b58a8b0-9526-4669-a6c7-fac7af6b3b31", "metadata": {}, "outputs": [], "source": [ "from langchain_community.document_loaders import WebBaseLoader" ] }, { "cell_type": "code", "execution_count": 25, "id": "7685470d-e7e3-438e-b104-3cb0186cda45", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Document(page_content=\"\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nAI Consulting for businesses\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n info@aiaccelera.com \\n\\n\\n\\n\\n\\nSpanish:\\n \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n0\\n\\n\\n\\n\\n\\n\\n\\n\\nServices \\n\\nLearn to create LLM Applications\\nDevelopment of Enterprise LLM Apps\\nDevelopment of LLM Apps for Startups\\nAI Consulting for Businesses\\nIn-Company AI Training\\nBuilding your Team of AI Professionals\\nWe are looking for Entrepreneurs\\nAI Sandbox: Developers + Entrepreneurs\\n\\n\\nUse Cases\\nResources\\nCommunity \\n\\nManagement Team\\nAI Hall of Fame\\nAI Experts Council\\nAI Investors Council\\n\\n\\nPartners\\nJobs\\nContact\\n \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n \\n\\n\\n\\nAI Consulting for Businesses\\n\\nHomeAI Consulting for Businesses \\n\\n\\n \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nAI Consulting for Businesses \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nSmart Companies \\n\\n\\n\\nIn today’s rapidly evolving business landscape, harnessing the power of Artificial Intelligence (AI) has become increasingly crucial.As organizations strive to stay ahead of the competition and adapt to shifting market demands, identifying feasible AI use cases emerges as a key priority. \\n\\n\\n\\n\\n\\n\\nRequest information\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nWhat is Generative AI used for? Use Cases. \\n\\n\\n\\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\nUse Cases: Generative AI Transforms the Telecommunications Sector\\n\\n \\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\nUse Cases: Generative AI Transforms the Commerce and Hospitality sectors\\n\\n \\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\nUse Cases: Generative AI Transforms Factories\\n\\n \\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\nUse Cases: Generative AI Transforms Logistics & Supply Chain Management\\n\\n \\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\nUse Cases: Generative AI Transforms the Insurance and Financial Services\\n\\n \\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\nUse Cases: Generative AI transforms the High Technology sector\\n\\n \\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\nUse Cases: Generative AI Transforms the Health and Life Sciences Sector\\n\\n \\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\nUse Cases: Generative AI Transforms the Energy, Mining, and Utility sectors\\n\\n \\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\nUse Cases: Generative AI Transforms the Packaged Consumer Goods Sector\\n\\n \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nAre you thinking of using an LLM App in your company but don't know where to start? \\n\\n\\n\\nLook no further! We have developed development plans to support businesses like yours at every stage of the development process.From a proof of concept (PoC) to a fully scalable product that relies on complex AI models, our plans are designed to ensure a secure outcome at a predefined price.By choosing us as your AI development partner, you can trust that we will bring your unique vision to life while staying within budget.Our team of experts has years of experience working with businesses to integrate AI technology, and we understand the challenges that come with it. We work closely with our clients to understand their specific needs and tailor our plans to their individual requirements.Don’t let the complexity of AI stop you from taking your company to the next level. Let us guide you through the process and make your ideas a reality. \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nOur process to help you identify LLM Apps use cases in your company. \\n\\n\\n\\nWe understand that in today’s rapidly evolving business landscape, harnessing the power of Artificial Intelligence (AI) has become increasingly crucial.As organizations strive to stay ahead of the competition and adapt to shifting market demands, identifying feasible AI use cases has emerged as a key priority.We recognize the importance of this effort and have developed our Use Case Identification service specifically to address this need.With our expertise and cutting-edge methodologies, we are committed to helping businesses like yours unlock the immense potential of AI by discovering the most suitable opportunities that can generate tangible value for your organization.Our AI use case identification process.In our AI Use Case Identification process, we follow a systematic and thorough approach to help businesses uncover the most promising AI opportunities.Technical RequirementsAssess the technical needs of AI use cases, from the complexity of the problem to the required data, computational resources, and specific AI techniques.Data AvailabilityDetermine whether the necessary data for AI use cases is accessible and assess its quality, volume, variety, privacy considerations, security, and governance.Skills and Expertise RequirementsAssess the technical skills and experience required to develop and deploy AI use cases, considering internal resources and specialized skill requirements.Ethical and Legal ConsiderationsExamine the ethical and legal implications associated with the proposed AI use cases, ensuring compliance with privacy, data protection, fairness, bias, and relevant guidelines.Technical ConstraintsEvaluate any technical limitation affecting the feasibility of AI use cases, such as computational power, storage capacity, network infrastructure, and software dependencies.Timeline and CostsEstimate the timeline and associated costs with implementing AI use cases, considering development, testing, integration, and ongoing maintenance and support.Prioritize and Select Feasible Use CasesPrioritize AI use cases based on feasibility, impact, data availability, and resource requirements, collaboratively selecting the most viable options with the client. \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nOur LLM Apps development services. \\n\\n\\n\\nOur AI development services empower businesses of all sizes to tap into the potential of this technology, enhancing operations and driving growth.We specialize in crafting tailored solutions that truly harness the power of generative AI. We work closely with you to bring your ideas to life.Generative AI DevelopmentOnce we identify the specific challenge of the client, we proceed to develop a functional generative AI product or service tailored to deliver the desired outcomes.Leveraging a mix of cutting-edge technologies like deep learning, probabilistic programming, NLP, and neural networks, we train and deploy the AI solution across multiple platforms.Generative AI ConsultingOur experienced team offers comprehensive consulting services to guide clients in selecting the most suitable generative AI solution for their unique requirements.Given the evolving nature of generative AI, there are various approaches to developing custom AI-driven solutions. We help clients understand the most efficient, cost-effective, and low-maintenance solution for their needs.Generative AI Maintenance and SupportWe offer ongoing maintenance and support services for generative AI products.Our primary focus is to ensure the consistent delivery of high-quality content and optimal functionality of the AI models.Through continuous data training and algorithms, we ensure the algorithms improve over time as they learn.Moreover, we swiftly identify and resolve any issues or defects in AI-generated products to ensure smooth operations. \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nBenefits of employing our services. \\n\\n\\n\\nIncreased Creativity and InnovationGenerative AI allows for the generation of new and unique outputs, fostering creativity and innovation. It can generate novel designs, artworks, texts, and more, offering businesses fresh ideas and possibilities for product development and creative endeavors.Efficiency in Time and CostsGenerative AI can automate and streamline various processes, saving time and cutting costs. It can assist in tasks like content generation, design prototyping, and data synthesis, speeding up workflows and eliminating the need for labor-intensive and time-consuming efforts.Enhanced Decision MakingGenerative AI can provide valuable insights and predictions by analyzing vast amounts of data. It can help businesses make informed decisions, optimize strategies, and identify patterns or trends that might not be immediately evident to human analysts, thus enabling data-driven decision-making.Personalized ExperiencesGenerative AI can create personalized experiences for customers by generating tailor-made recommendations, product suggestions, or personalized content based on individual preferences and behavior. This level of customization can improve engagement, satisfaction, and customer loyalty. \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nHow we approach your project. \\n\\n\\n\\nFollowing this comprehensive approach, we ensure that your AI project receives meticulous attention at every step, leading to a successful outcome aligned with your goals and requirements.Idea/problem validation:Before diving into work, we validate your idea and make sure it aligns with your business goals, addresses the specific problem you’re trying to solve, and targets your desired audience.Requirement gathering:Next, we gather and analyze the project requirements and outline the project’s scope and deliverables to ensure successful implementation.Data preparation/cleaning:Our team of experts prepares and cleans the data to ensure its accuracy, reliability, suitability, and quality, optimizing it for AI model training.Appropriate technology and model selection:Based on the project needs, we use our expertise to select the technology stack and the AI model. We ensure it’s suitable for your project’s unique requirements and can optimize performance.Software architecture design:With scalability and robustness in mind, our team designs the software architecture and ensures a seamless integration of the intelligent software with your existing system.Defining evaluation metrics:We define accurate performance evaluation metrics to monitor the software’s effectiveness and accuracy and ensure it achieves the desired outcomes.Development and testing:Now that we have all the requirements and a plan in place, we start building the software. We set continuous development and testing cycles to ensure we produce high-performing, error-free software.Deployment:Once the software has been thoroughly tested, we deploy and integrate it into your existing infrastructure, ensuring a successful launch.Support and maintenance:Beyond deployment, we offer ongoing support and maintenance to ensure there are no issues and that your software continues to deliver optimal performance and stays updated with the changing business landscape. \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nOur business plans. \\n\\n\\n\\nOur business plans depend on the project’s scope and requirements. We present the following outline as a guide:Proof of Concept (PoC)We help you test your product ideaReal-time demo or performance and usability reportExtended analysis of data sets and data quality reportData preprocessing and extraction pipelinesTrained Machine Learning modelRoadmap for MVPBenefitsTest your product ideaGain insights on customer needs3 – 6 weeksBusiness Analyst (1),Data Scientist (1),AI Manager (1)Minimum Viable Product (MVP)We help you validate your business model with a suitable minimum viable productOperational product solution development with core functionality (web, mobile, enterprise).Established Machine Learning framework for model training and deploymentFail-proof roadmapBenefitsSave time and resourcesReduce risksShorten time to marketGain market validation4 – 8 weeksData Scientist (2),Software Engineer (1),AI Manager (1)ProductWe assist you in scaling from an MVP to a full-scale productOperational product solution (web, mobile, enterprise) with full functionalityAutomated data pipelinesDocumentationOperational training sessions and knowledge transferBenefitsQuick turnaround timeGreater flexibility10+ weeksDedicated Project Team \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nArticles from our Blog \\n\\n\\n\\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\nKeys to Creating an AI Startup\\nIt has never been easier to create an AI startup. Today, we are at a turning point in the tech ecosystem. The availability of foundational large-scale\\n\\n \\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\nInvestment Boom in AI: Just Getting Started.\\nIn early January 2023, news started circulating that OpenAI, the company behind artificial intelligence tools ChatGPT and DALL-E, could be valued at $29 billion in a\\n\\n \\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\nThe bottleneck of GPUs\\nThe scarcity of GPUs, combined with the growing demand for processing power for AI tasks, presents both challenges and opportunities in the technology ecosystem: Challenges for\\n\\n \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n AI Accelerator. Accelerate your Company with Artificial Intelligence. We work with large companies, SMEs, startups and institutions.\\n\\n \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nContact San Francisco. Austin. Chicago. Miami. New York.\\n\\ninfo@aiaccelera.com\\n\\n\\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\n© 2023 AI Accelera\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\", metadata={'source': 'https://aiaccelera.com/ai-consulting-for-businesses/', 'title': 'AI Consulting for businesses', 'description': \"Are you thinking about using Artificial Intelligence in your business but don't know where to start? Look no further! We have developed development plans to support companies like yours at every stage of the development process.\", 'language': 'en-US'})]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "loader = WebBaseLoader(\"https://aiaccelera.com/ai-consulting-for-businesses/\")\n", "data = loader.load()\n", "data" ] }, { "cell_type": "code", "execution_count": null, "id": "c4412900-4813-48fc-b37a-33727e3b361a", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 5 }