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Rob Kerr AI
Приєднався 29 вер 2023
Welcome to my AI channel!
I'm a Principal Consultant with DesignMind, specializing in AI and Data solutions. I post videos here relating AI technology, especially as it relates to using AI in data analytics and software development.
This channel is primarily used to host video content included in my blog, so please visit the main blog site at robkerr.ai too!
I'm a Principal Consultant with DesignMind, specializing in AI and Data solutions. I post videos here relating AI technology, especially as it relates to using AI in data analytics and software development.
This channel is primarily used to host video content included in my blog, so please visit the main blog site at robkerr.ai too!
Windows Fine Tuning Combined Streams
LLM Fine-Tuning is one of the go-to techniques for making LLMs perform better in specific scenarios. In this post I'll show you how to prepare a local Windows-based machine with an Nvidia GPU to serve as a development-scale fine-tuning workstation.
This video is based on my blog post you can find here:
robkerr.ai/fine-tuning-llms-using-a-local-gpu-on-windows/
0:00 Intro
2:33 Install WSL
6:01 Install g++
6:30 Install Miniconda
8:02 Install VS Code
9:35 Create Python Environment
10:15 Install Unsloth Components
14:15 Create Training Notebook
15:20 Fine-tune the model
16:48 Save the Adapter
17:18 Summary
This video is based on my blog post you can find here:
robkerr.ai/fine-tuning-llms-using-a-local-gpu-on-windows/
0:00 Intro
2:33 Install WSL
6:01 Install g++
6:30 Install Miniconda
8:02 Install VS Code
9:35 Create Python Environment
10:15 Install Unsloth Components
14:15 Create Training Notebook
15:20 Fine-tune the model
16:48 Save the Adapter
17:18 Summary
Переглядів: 887
Відео
Mirroring Snowflake data to Microsoft Fabric using Change Data Capture (CDC)
Переглядів 8637 місяців тому
This video is a quick walk-through using Fabric mirroring to replicate data from a Snowflake Data Warehouse into a fabric Data Warehouse. Mirroring with Change Data Capture provides near real-time data replication of Snowflake data. 0:00 Introduction 1:16 Enable Mirroring 1:58 Create the Mirror 3:10 Select Tables 4:05 Mirror Monitoring 4:55 Review Data 6:03 Add new Data 6:11 Summary
Importing Snowflake data to Microsoft Fabric using a Pipeline
Переглядів 8027 місяців тому
This video is a quick walk-through using a Fabric pipeline to import data from a Snowflake Data Warehouse to a Lakehouse Delta Table. Snowflake data sources are supported out-of-the-box in Fabric, making this type of integration straightforward! 0:00 Introduction 0:25 Create a Pipeline 0:55 Create a Snowflake Connection 2:13 Select Snowflake Data 3:00 Choose Destination 3:51 Run Pipeline 4:24 R...
Unleash Your Model's Potential: Guide to Deploying a Fabric ML Model on Azure ML Inference Endpoint
Переглядів 4539 місяців тому
Microsoft Fabric's Data Science workload leverages Synapse ML for training and are ideally suited to enrich data stored in a data lake. But models developed in Fabric can also be deployed in other environments like Azure Machine Learning to take advantage of real-time inference endpoint deployment and other techniques. This video walks through the steps to export a model from Fabric, Import it ...
Deploying and Consuming Large Language Models from the Azure ML Model Catalog
Переглядів 3419 місяців тому
Explore Azure Machine Learning's selection of pre-trained models from leading sources like OpenAI, Microsoft, and Hugging Face. In this video I'll guide you through the process of choosing, deploying a model on Azure's computing services, and accessing it through a REST API. This video is a video demo of this blog post content: robkerr.ai/deploy-azure-model-catalog-endpoint 0:00 Create Resource...
How to create and install custom Python libraries in Microsoft Fabric
Переглядів 2 тис.9 місяців тому
You've probably used %pip install to include open source libraries in your Fabric notebooks, but did you know you can also easily install your own custom Python libraries? This end-to-end walk through shows you how to create and package your own code in custom libraries in a Fabric Lakehouse. Packaging your code in libraries encourages reusability and reduces the need to paste commonly used cod...
How to incorporate AI-Driven Sentiment Analysis models in a Fabric Data Lake Solution
Переглядів 20410 місяців тому
This video shows you how to use Azure AI sentiment analysis machine learning models within a Fabric Jupyter notebook to add user sentiment features to Data Lake tables providing rich new quantitative data elements that help data analysts discover new insights in unstructured data. For links to source code and similar articles, visit the blog version of this post: robkerr.ai/fabric-ai-sentiment-...
Incorporating Azure OpenAI Services with Fabric to create insights from unstructured data
Переглядів 1,3 тис.10 місяців тому
In this video we'll use Azure OpenAI Services from a Fabric Jupyter notebook to automatically summarize large collections of semi-structured user review data. Topics covered include prompt engineering, secure secret storage in Azure Key Vault, and reading/writing data to Delta tables in a Fabric Lakehouse. For links to source code and similar articles, visit the blog version of this post: robke...
Using Azure AI Document Intelligence with Microsoft Fabric
Переглядів 1,8 тис.10 місяців тому
This video shows you how to build a Document Intelligence solution within Microsoft Fabric that incorporates Azure AI to extract text from scanned documents. Using a Spark Notebook and Synapse ML, we can easily ingest scanned document data into a Data Lake solution. For links to source code and similar articles, visit the blog version of this post: robkerr.ai/fabric-azure-ai-document-intelligen...
Incorporating Azure AI Translation into a Fabric Data Lake Solution
Переглядів 39210 місяців тому
Using Fabric's embedded Synapse ML features, we can leverage Azure AI services directly in Spark notebooks to enrich and transform data using Language AI Services. Learn how to use these powerful services using a Python Jupyter notebook stored in a Fabric workspace. For links to source code and similar articles, visit the blog version of this post: robkerr.ai/fabric-azure-ai-translation-notebook/
Calling Azure AI Document Intelligence using the REST API
Переглядів 8 тис.10 місяців тому
Azure AI Document Intelligence can read images and PDF scans of forms, extracting data for later use in data solutions. While various language SDKs are available, it's also possible to call these services directly using the REST API. This tutorial walks through the REST API process. For links to source code and similar articles, visit the blog version of this post: robkerr.ai/azure-ai-document-...
Committing a Microsoft Fabric Workspace to a Git Repository
Переглядів 1,3 тис.10 місяців тому
4Microsoft Fabric supports connecting Fabric Workspaces with Git repositories. Watch this video to learn how to setup and use Git repos with Fabric. We'll cover configuration, synching notebooks and other content, as well as how to use Git to recover unintended changes to notebooks. This video is a demonstration of a related post at robkerr.ai/fabric-git-repo-configuration 0:00 Introduction 0:5...
Create Gemini Chatbot
Переглядів 4,6 тис.11 місяців тому
Last week Google shipped the first version of its Gemini large language model and made APIs available to developers. In this post we'll build a fully functional Gemini Chatbot using Streamlit! This video is a walk through of the content in my blog post: robkerr.ai/how-to-create-a-google-gemini-chatbot/ 0:00 Introduction 1:05 Anaconda 1:21 Install Dependencies 2:43 Initialize Gemini SDK 3:05 Cre...
Creating a Custom Generative AI Microsoft Teams Copilot using Copilot Studio
Переглядів 8 тис.11 місяців тому
This video is an end to end walk through using Microsoft Copilot Studio to create a custom Microsoft Teams copilot that includes a range of features, including: • Generative answers using a web site as grounding knowledge • Generative answers using a PDF documentation as grounding knowledge • Custom topics with branching logic The walk through starts from scratch and ends with a finished Copilo...
Display a Power BI Report in a Microsoft Fabric Jupyter Notebook
Переглядів 491Рік тому
We can use the Power BI Python client to display a Power BI report right in a Jupyter notebook in Fabric. This video shows how to do this voodoo magic! This is a video walk-through of the following blog post: https//robkerr.ai/display-power-bi-report-fabric-jupyter-notebook Quick Links: 0:00 Introduction 0:17 The Power BI Report 0:35 Create a Notebook 0:54 Import Python Dependencies 01:27 Authe...
Generative AI using Azure AI Integrated Search Vector Embeddings
Переглядів 431Рік тому
Generative AI using Azure AI Integrated Search Vector Embeddings
Generative AI in action: how I use Bing Image Creator and Photoshop Generative Fill together
Переглядів 294Рік тому
Generative AI in action: how I use Bing Image Creator and Photoshop Generative Fill together
Fabric Semantic Link: Power BI as a Machine Learning Data Source
Переглядів 4,7 тис.Рік тому
Fabric Semantic Link: Power BI as a Machine Learning Data Source
Creating a Machine Learning Model with IBM Watson Studio and Jupyter
Переглядів 733Рік тому
Creating a Machine Learning Model with IBM Watson Studio and Jupyter
Build a Generative AI Chatbot Using a Vector Database for Custom Data (RAG)
Переглядів 1,8 тис.Рік тому
Build a Generative AI Chatbot Using a Vector Database for Custom Data (RAG)
Machine Learning with Fabric Data Science and Jupyter Notebooks
Переглядів 538Рік тому
Machine Learning with Fabric Data Science and Jupyter Notebooks
Bring your own data to Azure OpenAI Service Large Language Models
Переглядів 523Рік тому
Bring your own data to Azure OpenAI Service Large Language Models
Exporting Azure AI Vision Models to run on iOS Devices
Переглядів 133Рік тому
Exporting Azure AI Vision Models to run on iOS Devices
Using AI Vision to Detect Packaging Defects
Переглядів 294Рік тому
Using AI Vision to Detect Packaging Defects
Enriching Images with Azure AI Vision for Power BI Analysis
Переглядів 116Рік тому
Enriching Images with Azure AI Vision for Power BI Analysis