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#Model Training

Showing: 323 courses
Nicholas Renotte

Automatic Number Plate Recognition Using Tensorflow and EasyOCR - Python

1 rewiews
Learn to build a real-time Automatic Number Plate Recognition system using Python, TensorFlow, and EasyOCR. Covers plate detection, OCR application, and result saving for practical implementation.
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33 Lesons
1 hour 56 minutes
On-Demand
Free-Video
Venelin Valkov

Evaluate LayoutLMv3 for Document Classification - Save & Load Model to HuggingFace Hub

1 rewiews
Learn to evaluate LayoutLMv3 for document classification, save and load models to HuggingFace Hub, and analyze performance using confusion matrices in this hands-on tutorial.
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9 Lesons
27 minutes
On-Demand
Free-Video

Introduction to Machine Learning for Coders

0 rewiews
Learn essential machine learning concepts and techniques for coders, covering fundamental principles and practical applications across 12 comprehensive lessons.
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12 Lesons
19 hours
On-Demand
Free-Video
MLOps.community

From Notebook to Kubernetes: Scaling GenAI Pipelines with ZenML

0 rewiews
Explore a lightning talk demonstrating how ZenML, an open-source MLOps framework, facilitates the seamless transition from local development to cloud-scale deployment of generative AI pipelines. Follow a workflow that begins in a Jupyter notebook with lo…
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1 Lesons
13 minutes
On-Demand
Free-Video
The Julia Programming Language

Training Llama 2 in Julia - Scaling Large Language Models

0 rewiews
Explore scaling techniques for training large neural networks like Llama2 using Julia, including multi-GPU parallelization and fine-tuning methods for efficient model adaptation.
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1 Lesons
31 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Train and Deploy Models Lightning Fast

0 rewiews
Accelerate AI innovation by mastering techniques for rapid model training and deployment, addressing scalability and security challenges in complex AI applications.
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1 Lesons
29 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

From Concept to Production: Template for the Entire ML Journey - Part 1

0 rewiews
Develop a production-ready ML pipeline from concept to deployment using Python. Gain hands-on experience with data prep, model training, and deployment on Google Cloud Platform.
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1 Lesons
3 hours 47 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Deploying Efficient Data-Centric AI 100x Faster

0 rewiews
Accelerate AI application development and deployment 100x using dedicated platforms, data labeling, pre-built models, and iterative design. Explore region classification and deep-trained object detection approaches.
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1 Lesons
34 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

From Concept to Production: Building a Production-Ready ML Pipeline - Part 2

0 rewiews
Develop a production-ready ML pipeline from concept to deployment using Python, Kubeflow, and Google Cloud Platform. Master data prep, model training, and orchestration techniques.
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1 Lesons
3 hours 28 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Challenges for ML Operations in a Fast Growing Company

0 rewiews
Explore ML operations challenges in rapidly growing companies. Learn strategies for scalable platforms, efficient model training, and balancing distributed vs. non-distributed applications. Gain insights on developer ergonomics and best practices.
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1 Lesons
56 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Avoid ML OOps with ML Ops - A Modular Approach to Scaling End-to-End ML Platforms

0 rewiews
Discover a step-by-step approach to building a scalable ML infrastructure. Learn to identify key areas for improvement, implement modular components, and enhance your end-to-end ML lifecycle for efficient, automated operations.
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1 Lesons
51 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Evolution of ML Training and Serving Infrastructure at Pinterest Ads

0 rewiews
Explore Pinterest Ads' ML infrastructure evolution, from logistic regression to transformer models, and learn key challenges and lessons in revolutionizing ad capabilities.
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1 Lesons
26 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOPS: Training a Small LLM (GPT-2) - Machine Learning and Data Science

0 rewiews
Explore training a small LLM (GPT2) locally, understanding challenges and limitations of LLM development for individuals and small teams.
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1 Lesons
53 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Deploying Efficient Data-Centric AI 100x Faster

0 rewiews
Accelerate AI application development and deployment 100x using dedicated platforms, data labeling, pre-built models, and AI-automation. Explore region classification and deep-trained object detection approaches.
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1 Lesons
34 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

End-to-End MLOps for Computer Vision

0 rewiews
Explore end-to-end MLOps for Computer Vision, from data gathering to model monitoring. Learn to implement ML pipelines using tools like Amazon SageMaker, Kubernetes, Kubeflow, and MLFlow.
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1 Lesons
38 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Deploy High Scale ML Models Without the Hustle

0 rewiews
Learn to build and operate production-grade ML systems, from model training to deployment and monitoring, using the Qwak platform for efficient, high-scale solutions.
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1 Lesons
33 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Intro to MLOps: Build, Deploy, and Retrain a Model in Production

0 rewiews
Build, deploy, and retrain a production ML model using open-source tools. Learn robust MLOps pipeline techniques for quick model deployment and continuous improvement.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
MLOps World: Machine Learning in Production

MLOps is Just HPC in Disguise - A Real-World, No-Nonsense Guide to Upgrading Your Workflow

0 rewiews
Upgrade your ML workflow with efficient tools and techniques for automating tasks, managing resources, and streamlining production deployment in this practical guide to MLOps.
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1 Lesons
1 hour 27 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Supporting Sales Forecasting at Scale for Canada's Largest Grocery Store

0 rewiews
Explore MLOps platform setup on Google's Vertex AI for sales forecasting at Canada's largest grocery chain. Learn to track ML lifecycle stages and expedite data science projects from exploration to production.
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1 Lesons
42 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

A Guide to Building a Continuous MLOps Stack with GCP and Superwise

0 rewiews
Dive into MLOps CI/CD pipeline automation with GCP and Superwise. Learn to build, deploy, and monitor continuous ML pipelines, focusing on automations and production-first insights for issue detection and resolution.
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19 Lesons
1 hour 20 minutes
On-Demand
Free-Video
Anyscale

Transforming the Physical World with AI - Samsara's Journey in Fleet Management Technology

0 rewiews
Explore how Samsara leverages Ray and Anyscale to revolutionize AI in fleet management. Discover the impact of AI across their entire pipeline, from training to deployment, and its transformative effects on physical operations.
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1 Lesons
20 minutes
On-Demand
Free-Video
Conf42

Debugging AI: Strategies for Upcoming Talents

0 rewiews
Gain insights into AI debugging strategies, from practical tips to handling complex models. Learn about data privacy, continuous monitoring, and effective techniques for junior engineers in ML systems.
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21 Lesons
29 minutes
On-Demand
Free-Video
Kevin McAleer

DIY AI: Build and Train Your Own Model with PyTorch

0 rewiews
Dive into building and training a custom AI model using PyTorch, Python, and Jupyter Labs. Learn step-by-step techniques to create a deployable model for Raspberry Pi or other computers.
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1 Lesons
1 hour
On-Demand
Free-Video
Great Learning

Keras Tutorial With TensorFlow - Building Deep Learning Models With Python

0 rewiews
Learn to build deep learning models using Keras and TensorFlow in Python. Covers data preparation, neural network construction, and practical implementation with hands-on examples.
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9 Lesons
1 hour 24 minutes
On-Demand
Free-Video

Deep Learning with Keras

0 rewiews
Explore deep learning with Keras, covering neural networks, face recognition, OpenPose, stock prediction, and more. Hands-on tutorials for practical AI applications.
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9 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Jeremy Howard

Deep Learning from the Foundations

0 rewiews
Explore advanced deep learning techniques, from model training to optimization, with hands-on lessons covering ULMFiT, Swift for deep learning, and more.
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7 Lesons
16 hours
On-Demand
Free-Video
Jeremy Howard

Practical Deep Learning for Coders - 2020

0 rewiews
Learn essential deep learning skills for modern applications through hands-on coding exercises and comprehensive lessons, suitable for both beginners and experienced programmers.
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9 Lesons
17 hours
On-Demand
Free-Video
Traversy Media

Neural Networks and TensorFlow Crash Course

0 rewiews
Comprehensive introduction to neural networks and TensorFlow, covering key concepts, data handling, model building, and practical applications in image and text classification.
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10 Lesons
2 hours 5 minutes
On-Demand
Free-Video
Coding Train

Classifying Poses with ML5.js - Part 2

0 rewiews
Learn to classify poses using PoseNet and ml5.js in this hands-on tutorial. Train a pose classifier, implement machine learning techniques, and explore practical applications in computer vision and gesture recognition.
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13 Lesons
2 hours 37 minutes
On-Demand
Free-Video

PyTorch - Deep Learning with Python

0 rewiews
Explore deep learning and neural networks using Python and PyTorch, covering data handling, model building, training, and analysis, with a focus on convolutional networks and GPU acceleration.
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8 Lesons
4 hours 30 minutes
On-Demand
Free-Video
Augmented Startups

Mask R-CNN - Practical Deep Learning Instance Segmentation Tutorials

0 rewiews
Learn to implement and train Mask R-CNN for instance segmentation using OpenCV and Python, covering installation, real-time applications, and custom object detection like potholes.
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8 Lesons
30 minutes
On-Demand
Free-Video
Amazon Web Services

Amazon SageMaker Technical Deep Dive Series

0 rewiews
Comprehensive deep dive into Amazon SageMaker, covering notebook instances, algorithms, custom models, training, deployment, tuning, and advanced features for efficient machine learning workflows.
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16 Lesons
4 hours 30 minutes
On-Demand
Free-Video
Krish Naik

End to End Machine Learning Project Implementation with Dockers, GitHub Actions and Deployment

0 rewiews
Comprehensive guide to implementing a machine learning project, covering data analysis, model training, web application development, and deployment using Docker and GitHub Actions.
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17 Lesons
2 hours 45 minutes
On-Demand
Free-Video
Linode

Data Validation and Model Training - Python Web App From Scratch With Justin Mitchel

0 rewiews
Learn intermediate Python web app concepts: data validation, schema design, and model training. Enhance your skills in configuring databases, writing tests, and handling invalid data.
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11 Lesons
26 minutes
On-Demand
Free-Video
Visual Studio Code

A Quick Guide to Machine Learning

0 rewiews
Explore foundational machine learning concepts and their practical applications using Visual Studio Code. Learn through demos, model training, and discussions on responsible AI.
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10 Lesons
58 minutes
On-Demand
Free-Video
TensorFlow

Machine Learning on Your Device - The Options

0 rewiews
Explore TensorFlow's options for integrating machine learning into mobile apps and edge devices, from model training to deployment using TensorFlow Lite.
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15 Lesons
39 minutes
On-Demand
Free-Video
DigitalSreeni

Denoising 3D Multi-Channel Scientific Images Using Noise2Void Deep Learning Approach

0 rewiews
Learn to denoise 2D and 3D multichannel scientific images using Noise2Void deep learning, focusing on CZI files from ZEISS microscopes. Explore implementation, training, and practical applications for improved image quality.
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9 Lesons
22 minutes
On-Demand
Free-Video
DigitalSreeni

Unpaired Image to Image Translation Using CycleGAN - An Introduction

0 rewiews
Introduction to CycleGAN for unpaired image-to-image translation, covering key concepts, architecture, and training process. Explores discriminator and generator components, focusing on PatchGAN and instance normalization.
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7 Lesons
26 minutes
On-Demand
Free-Video
CodeEmporium

LoRA - Low Rank Adaptation for Parameter Efficient Fine-Tuning

0 rewiews
Dive into parameter-efficient fine-tuning with LoRA, exploring low-rank matrices, adapters, and techniques to optimize neural network storage and performance while maintaining accuracy.
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8 Lesons
29 minutes
On-Demand
Free-Video
Simons Institute

Open Technical Questions in Generative AI Copyright and Risk Mitigation

0 rewiews
Explore critical technical challenges around copyright risks, mitigation strategies, and compensation mechanisms in generative AI models, with focus on quantification and practical solutions.
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1 Lesons
51 minutes
On-Demand
Free-Video
Simons Institute

Distortion-Free Mechanisms for Language Model Provenance - Watermarking and Training Independence

0 rewiews
Explore groundbreaking watermarking techniques and independence testing methods for language models, focusing on text generation provenance and model weight verification.
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1 Lesons
47 minutes
On-Demand
Free-Video
Simons Institute

Prover-Verifier Games for Improving LLM Output Legibility

0 rewiews
Explore how prover-verifier games enhance LLM output clarity and trustworthiness, focusing on mathematical problem-solving and human verification techniques.
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1 Lesons
41 minutes
On-Demand
Free-Video
Simons Institute

Defense Against Prompt Injection Attacks in LLM-Integrated Applications

0 rewiews
Explore effective strategies for securing LLM applications against prompt injection attacks through structured queries and specialized instruction tuning techniques.
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1 Lesons
43 minutes
On-Demand
Free-Video

Formation Tensorflow 2.0

0 rewiews
Apprenez les fondamentaux de TensorFlow 2.0, des perceptrons aux réseaux de neurones récurrents, en passant par la normalisation des données et la création de modèles personnalisés.
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22 Lesons
6 hours
On-Demand
Free-Video
5 Minutes Engineering

Machine Learning and Neural Networks: Cost Function and Gradient Descent - Day 12

0 rewiews
Explore cost functions and gradient descent in machine learning and neural networks, focusing on their role in optimizing model performance and accuracy.
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1 Lesons
32 minutes
On-Demand
Free-Video
media.ccc.de

Demystifying AI - Understanding Machine Learning Fundamentals

0 rewiews
Fundierte Einführung in Künstliche Intelligenz: Grundlagen des maschinellen Lernens, mathematische Konzepte und Herausforderungen werden verständlich erklärt. Praktische Tipps für den Einstieg inklusive.
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1 Lesons
47 minutes
On-Demand
Free-Video
Linux Foundation

Boosting LLM Development and Training Efficiency: Automated Parallelization with MindSpore

0 rewiews
Explore automated parallelization for efficient LLM development and training using MindSpore. Learn to optimize distributed training on large-scale clusters without intrusive model modifications, accelerating AI research and implementation.
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1 Lesons
44 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Fine-Tuning Gemini 1.0 Pro for Text Classification in Spanish - Machine Learning and Data Science

0 rewiews
Aprende a ajustar el modelo Gemini Pro 1.0 en Google Vertex AI para clasificación de texto, utilizando la interfaz de usuario y el SDK.
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1 Lesons
27 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Azure ML: Python SDK v2 - Machine Learning Applications in Azure Using Python

0 rewiews
Desarrolla aplicaciones de Machine Learning en Azure utilizando Python SDK v2. Aprende a entrenar modelos y crear soluciones de ciencia de datos eficientes.
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1 Lesons
51 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLflow: Fine-Tuning Mistral 7B con PEFT y QLora - Español

0 rewiews
Aprende a ajustar Mistral 7B utilizando técnicas avanzadas como PEFT y QLora, integrando MLflow para un seguimiento eficiente del proceso de fine-tuning.
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1 Lesons
47 minutes
On-Demand
Free-Video
Prodramp

Deep Learning Workshop for Satellite Imagery - Training & Prediction

0 rewiews
Hands-on deep learning workshop for satellite imagery, covering model training, debugging, prediction, and advanced techniques like custom metrics, heatmaps, and model deployment.
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20 Lesons
1 hour 33 minutes
On-Demand
Free-Video
Prodramp

Deep Learning Workshop for Satellite Imagery - Data Processing

0 rewiews
Hands-on workshop on data processing for satellite imagery, covering fundamentals, Python processing, image manipulation, and preparation of training data for deep learning applications.
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13 Lesons
1 hour 21 minutes
On-Demand
Free-Video
Linux Foundation

Understanding the Legal Context of AI

0 rewiews
Explore the legal landscape of AI, focusing on copyright issues, model training, and intellectual property concerns in machine learning-based services.
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12 Lesons
47 minutes
On-Demand
Free-Video
Anyscale

Model Training on Snowflake with Ray

0 rewiews
Discover how to leverage Snowflake Container Runtime and Ray for efficient, scalable model training through a practical demonstration of performance optimization techniques.
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1 Lesons
14 minutes
On-Demand
Free-Video
Yannic Kilcher

Author Interview - Transformer Memory as a Differentiable Search Index

0 rewiews
Explore a novel approach to information retrieval using a single Transformer model that encodes corpus information in its parameters, enabling direct query-to-document mapping without external indices.
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16 Lesons
43 minutes
On-Demand
Free-Video
Hardware.ai

Wio Terminal TinyML Course - Anomaly Detection for Predictive Maintenance with Blynk IoT Platform

0 rewiews
Learn to implement anomaly detection for predictive maintenance using Wio Terminal, TinyML, and Blynk IoT platform. Covers data collection, model training, testing, and integration with IoT systems.
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8 Lesons
21 minutes
On-Demand
Free-Video
Open Data Science

Leadership and AI

0 rewiews
Explore the critical role of leadership in AI adoption, emphasizing the importance of understanding AI models, their applications, and potential pitfalls to drive organizational success and avoid historical missteps.
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9 Lesons
21 minutes
On-Demand
Free-Video
Open Data Science

Kubeflow and Beyond - Automation of Model Training, Deployment and Testing

0 rewiews
Automate ML workflow: data gathering, model training, deployment, testing, and production inferencing with a single command. Streamline the process for efficient continuous delivery.
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24 Lesons
50 minutes
On-Demand
Free-Video
Databricks

What's New with Databricks Machine Learning

0 rewiews
Explore Databricks' latest ML innovations, from data preparation to model deployment, in a detailed demo showcasing simplified lifecycle management and enhanced productivity features.
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8 Lesons
25 minutes
On-Demand
Free-Video
Bryan Cafferky

Using the Data Science Process - Lesson 5

0 rewiews
Explore the data science process from project inception to completion, covering key steps for successful implementation in Databricks and Apache Spark projects.
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8 Lesons
41 minutes
On-Demand
Free-Video
Databricks

Implementing End-to-End Demand Forecasting with Databricks and MLflow

0 rewiews
Discover how to implement a scalable demand forecasting solution using Databricks and MLflow, improving retail efficiency and reducing food waste through accurate production and delivery planning.
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16 Lesons
36 minutes
On-Demand
Free-Video
Great Learning

Stock Price Prediction Using Deep Learning - Deep Learning Tutorial

0 rewiews
Learn to predict stock prices using deep learning techniques, including time series forecasting, ANN, and RNN, with practical implementation and a case study approach.
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12 Lesons
1 hour 40 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Training and Ensuring Reliability of ML Models - The Power of ArgoCD, Flyte, and Argo Workflows

0 rewiews
Explore Wolt's approach to reliable ML model training and deployment using ArgoCD, Flyte, and Argo Workflows. Learn strategies for scalability, consistency, and collaboration in ML operations.
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13 Lesons
25 minutes
On-Demand
Free-Video
Data Science Dojo

Intro to Machine Learning with R & Caret

0 rewiews
Learn to leverage R's caret package for efficient machine learning tasks, including data sampling, model training, cross-validation, and hyperparameter tuning. Enhance your data science skills with practical examples.
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6 Lesons
1 hour 39 minutes
On-Demand
Free-Video
Krish Naik

Step-by-Step Machine Learning Project Implementation: EDA, Feature Engineering, Selection, and Model Training

0 rewiews
Comprehensive guide to implementing a machine learning project, covering data cleaning, EDA, feature engineering, selection, model training, and hyperparameter tuning.
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6 Lesons
1 hour 26 minutes
On-Demand
Free-Video
Microsoft

Train and Track ML Models with MLflow in Microsoft Fabric

0 rewiews
Explore MLflow integration in Microsoft Fabric for efficient machine learning model experimentation, tracking, and management using familiar notebook environments.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Improving Productivity for Building ML Workloads Using Amazon SageMaker Autopilot

0 rewiews
Automate ML model training and tuning for customer churn prediction using Amazon SageMaker Autopilot, with deployment and iteration in SageMaker Studio.
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1 Lesons
19 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Challenges and Learnings of Machine Learning at Scale

0 rewiews
Explore challenges and learnings of training millions of models efficiently, optimizing costs, and achieving high-performance daily predictions in machine learning.
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1 Lesons
51 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Build, Train, and Deploy Models with Amazon SageMaker

0 rewiews
Learn to build, train, and deploy machine learning models using Amazon SageMaker through hands-on experience. Gain practical skills in ML model development and implementation on AWS platform.
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1 Lesons
1 hour 26 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Machine Learning Simplified - From Ideation to Deployment in Minutes with Automated ML

0 rewiews
Discover how to train high-quality ML models using Azure Machine Learning's automated ML, requiring only a dataset and minimal configuration parameters.
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1 Lesons
49 minutes
On-Demand
Free-Video
Confreaks

Forecasting the Future: An Introduction to Machine Learning for Weather Prediction in Native Ruby

0 rewiews
Explore weather prediction using machine learning in Ruby. Learn to build, train, and deploy ML models natively, discovering accessible tools and libraries for Ruby-based AI projects.
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1 Lesons
21 minutes
On-Demand
Free-Video
Bryan Cafferky

Understanding Predictive Modeling with R

0 rewiews
Learn to create predictive models using R, covering key concepts, training techniques, and practical demonstrations. Gain insights into model selection and explore various applications in data analysis.
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15 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Institut des Hautes Etudes Scientifiques (IHES)

Mathematics as a Translation Task - The Importance of Training Distributions

0 rewiews
Explore how mathematical problems can be framed as translation tasks, focusing on the impact of training distributions on model performance and transformer model mechanics.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Valerio Velardo - The Sound of AI

Training a Long-Short Term Memory Network for Melody Generation

0 rewiews
Build and train an LSTM network for generating folk melodies using Tensorflow and Keras. Learn preprocessing, model architecture, training sequences, and testing the final model.
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14 Lesons
31 minutes
On-Demand
Free-Video
Venelin Valkov

Predicting Diabetes with Logistic Regression in TensorFlow.js - Deep Learning for JavaScript Hackers

0 rewiews
Learn to build and train logistic regression models in TensorFlow.js for diabetes prediction. Covers data visualization, dataset creation, model evaluation, and advanced techniques.
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8 Lesons
43 minutes
On-Demand
Free-Video
HuggingFace

Managed Training with Amazon SageMaker and Transformers

0 rewiews
Explore SageMaker and Hugging Face integration for efficient NLP model training, deployment, and optimization. Learn preprocessing, hyperparameter tuning, and model compression techniques.
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17 Lesons
25 minutes
On-Demand
Free-Video
Microsoft

Microsoft AI Innovations - Architecture and Infrastructure

0 rewiews
Explore Microsoft's AI architecture with Azure CTO Mark Russinovich: supercomputers, efficient infrastructure, sustainable datacenters, AI-aware resource management, GPU optimization, and confidential computing advancements.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Linux Foundation

Proactive and Polymorphic Adaptation of Multi-Cloud Deployments

0 rewiews
Explore advanced strategies for multi-cloud deployments using an open-source framework. Learn cloud-agnostic techniques, optimized management, and autonomic reconfiguration for maximizing application utility.
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11 Lesons
23 minutes
On-Demand
Free-Video
SNIAVideo

Training Deep Learning Models in the Cloud - Infrastructure Considerations and Best Practices

0 rewiews
Explore deep learning infrastructure considerations for cloud and on-premises deployments, covering scalability, performance optimization, and operational challenges in AI model training.
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20 Lesons
56 minutes
On-Demand
Free-Video
Data Science Conference

Fundamentals of Deep Learning - Computer Vision and Natural Language Processing

0 rewiews
Master practical deep learning skills through hands-on training in computer vision and NLP, from building models from scratch to leveraging pre-trained solutions for efficient deployment and high accuracy results.
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1 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Data Science Conference

Finetuning Stable Diffusion with Low-Rank Adaptation Techniques

0 rewiews
Discover how low-rank adaptation techniques enhance Stable Diffusion fine-tuning, exploring implementation strategies, advantages, and practical applications across various computational models.
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1 Lesons
32 minutes
On-Demand
Free-Video
Discover AI

Creating Instruction Datasets for LLM Fine-tuning - A Beginner's Guide

0 rewiews
Discover comprehensive strategies for creating instruction datasets and fine-tuning LLMs, from basic concepts to advanced techniques for both coders and non-coders in AI model development.
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10 Lesons
25 minutes
On-Demand
Free-Video
AI Bites

Meta MovieGen: Understanding Video Generation Model Architecture and Training

0 rewiews
Dive into Meta's MovieGen AI model's architecture, training pipeline, and innovative features for revolutionary video generation, including temporal auto-encoding and superresolution techniques.
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16 Lesons
23 minutes
On-Demand
Free-Video
Discover AI

Fine-Tuning Large Language Models: Impact on Knowledge Integration and Hallucinations

0 rewiews
Delve into groundbreaking research on how fine-tuning Large Language Models with new knowledge affects their tendency to generate hallucinations, exploring methodologies and practical implications.
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1 Lesons
27 minutes
On-Demand
Free-Video
Discover AI

ORPO: A New Preference-Aligned Training Method for Large Language Models

0 rewiews
Explore a groundbreaking reference model-free optimization algorithm for LLM training, comparing ORPO's performance with Llama 2 and Mistral 7B through theoretical physics perspectives.
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1 Lesons
24 minutes
On-Demand
Free-Video
Discover AI

FASTER Code for Supervised Fine-Tuning and DPO Training with UNSLOTH

0 rewiews
Explore practical implementation of UNSLOTH for accelerated Supervised Fine-Tuning and DPO-Alignment of LLMs using Jupyter notebooks with HuggingFace compatibility.
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1 Lesons
27 minutes
On-Demand
Free-Video
OpenSource Connections

Training High Quality Embedding Models for Production Vector Search

0 rewiews
Master practical techniques for training and optimizing embedding models for production-ready vector search, covering data quality, loss functions, and efficient updating strategies.
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1 Lesons
43 minutes
On-Demand
Free-Video
AI Bites

Getting Started with HuggingFace Transformers - Pipeline, Tokenizer, and Model Development

0 rewiews
Master HuggingFace Transformers library fundamentals, from pipelines and tokenizers to models and Hub integration, enabling you to effectively work with and fine-tune Large Language Models.
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10 Lesons
16 minutes
On-Demand
Free-Video
AI Bites

How ChatGPT is Trained - Model and Training Explained

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Delve into the technical foundations and training methodology behind ChatGPT, exploring its model architecture, reinforcement learning principles, and step-by-step training process.
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8 Lesons
12 minutes
On-Demand
Free-Video
Discover AI

NEFTune - Improving LLM Performance Through Noisy Embeddings Fine-Tuning

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Discover how NEFTune's innovative instruction fine-tuning method enhances LLM performance through noisy embeddings, with practical implementation in HuggingFace TRL.
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1 Lesons
17 minutes
On-Demand
Free-Video
Discover AI

Best Datasets for LLMs - How to Choose and Create Your Own

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Discover how to select and create optimal datasets for fine-tuning Large Language Models, with practical guidance on using Hugging Face's resources and understanding data structures.
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10 Lesons
17 minutes
On-Demand
Free-Video
Discover AI

LLM2LLM: Synthetic Data Generation for Fine-Tuning AI Models

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Explore how large language models can generate synthetic data to teach and fine-tune other LLMs, with insights into performance metrics and applications for edge devices.
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1 Lesons
14 minutes
On-Demand
Free-Video
UofU Data Science

Pretraining and Finetuning in Machine Learning

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Dive into the fundamental concepts of pretraining and finetuning in machine learning, exploring key techniques and applications for model optimization.
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1 Lesons
33 minutes
On-Demand
Free-Video
UofU Data Science

Decision Trees in Machine Learning: Practical Concerns and Overfitting - Lecture 5

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Delve into practical aspects of decision tree learning, exploring implementation challenges and understanding how to address overfitting in machine learning models.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
Weights & Biases

The Impact of Machine Learning on Material Innovation and Scientific Progress

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Explore AI's impact on science, business, and technology with Meta's Joe Spisak. Discuss GPT, Llama2, and AI applications in biology and material science. Examine ethical considerations and the future of open-source AI development.
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18 Lesons
1 hour 15 minutes
On-Demand
Free-Video
Valerio Velardo - The Sound of AI

Melody Generation with Transformers - Generative Music AI

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Implement a transformer architecture in TensorFlow for end-to-end melody generation. Learn melody encoding, dataset preprocessing, model building, training, and inference techniques for AI-driven music creation.
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15 Lesons
1 hour 12 minutes
On-Demand
Free-Video
GAIA

Should We Teach Machine Learning Systems?

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Explore feature engineering and instruction in machine learning to improve AI system output quality and reliability. Contrast with current hands-off learning approaches.
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1 Lesons
28 minutes
On-Demand
Free-Video
GAIA

GPT-SW3: The First Large Generative Language Model for Nordic Languages

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Explore the development and applications of GPT-SW3, the pioneering large generative language model for Swedish, with insights on data challenges and future directions.
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13 Lesons
29 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Adapting Continuous Integration and Continuous Delivery for Machine Learning

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Explore MLOps practices for managing ML complexity, adapting CI/CD workflows using Git, GitHub Actions, and DVC to balance experimentation with stability in production.
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1 Lesons
34 minutes
On-Demand
Free-Video
Aladdin Persson

Detecting Facial Keypoints with Deep Learning

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Learn to implement a top-performing deep learning solution for facial keypoint detection, covering data analysis, model development, and submission strategies for Kaggle competitions.
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17 Lesons
37 minutes
On-Demand
Free-Video