Curated Video
How to Choose a Pre-Trained Model for Fine-Tuning
In this lesson, you will learn about the different pre-trained models offered by OpenAI's GPT-3, and how to choose the best one for your fine-tuning project. You will be introduced to the four basic models available for fine-tuning,...
Curated Video
Generating Questions and Answers from Text for Fine-tuning AI Models
In this lesson, you will learn how to prepare questions and answers from a text file to fine-tune an AI model. The lesson will cover the two stages of formatting the data as prompts and completions with suffixes included and changing the...
Curated Video
Fine-tuning a GPT Model: Understanding Data Formats
In this lesson, we will discuss the format of the data used for fine-tuning a GPT model. We will begin by exploring how to prepare different data sets, discussing their strengths and weaknesses, and sharing tips on how to have good data...
Curated Video
Maximizing Model Accuracy with Data Preparation and Formatting
In this lesson, we will explore the importance of preparing and formatting data before using it to fine-tune a model. We will discuss how properly formatted data can improve model accuracy and efficiency, reduce errors, and prevent...
Curated Video
Mastering Fine-tuning for NLP Applications
In this lesson, you will learn about the powerful technique of fine-tuning pre-trained models for specific natural language processing (NLP) applications. You will cover key concepts and the necessary steps required to successfully...
Curated Video
AWS Certified Data Analytics Specialty 2021 – Hands-On - Classification Models
This video explains the various classification models in machine learning. This clip is from the chapter "Appendix - Machine Learning Topics for the Legacy AWS Certified Big Data Exam" of the series "AWS Certified Data Analytics...
Curated Video
AWS Certified Data Analytics Specialty 2021 – Hands-On - (Exercise) Elastic MapReduce, Part 2
This video explains how to use Apache Spark and MLLib (its machine learning library) on an Amazon EMR cluster to consume the order data in an Amazon S3 data lake and produce product recommendations for the customers. This clip is from...
Curated Video
AWS Certified Data Analytics Specialty 2021 – Hands-On - AWS Step Functions
This video focuses on AWS step functions. This clip is from the chapter "Domain 3: Processing" of the series "AWS Certified Data Analytics Specialty (2022) Hands-on".In this section, we will complete our "order history app" example by...
Curated Video
AWS Certified Data Analytics Specialty 2021 – Hands-On - (Exercise) Amazon Machine Learning, Part 2
This video is the second part of the two-part video that explains how to predict order quantities with a linear regression from Amazon machine learning. This clip is from the chapter "Appendix - Machine Learning Topics for the Legacy AWS...
Curated Video
AWS Certified Data Analytics Specialty 2021 – Hands-On - (Exercise) Amazon Machine Learning, Part 1
This video is the first part of the two-part video that explains how to use Amazon's machine learning service to predict quantities for any given order and learn the importance of cleaning the data of outliers along the way. This clip is...
Curated Video
AWS Certified Data Analytics Specialty 2021 – Hands-On - Amazon ML Service
This video focuses on Amazon's machine learning service. This clip is from the chapter "Appendix - Machine Learning Topics for the Legacy AWS Certified Big Data Exam" of the series "AWS Certified Data Analytics Specialty (2022)...
Curated Video
AWS Certified Data Analytics Specialty 2021 – Hands-On - SageMaker
This video focuses on the Amazon SageMaker service. This clip is from the chapter "Appendix - Machine Learning Topics for the Legacy AWS Certified Big Data Exam" of the series "AWS Certified Data Analytics Specialty (2022) Hands-on".In...
Mister Simplify
Lewin's Force Field Analysis Model - Simplest Explanation Ever
Change Management is always a challenging aspect of running a business and derive profit out of it. Lewin's Force Field Analysis Model lends a helping hand to businesses when it comes to weighing the prospect of change management in...
Mister Simplify
Handy's Organisational Culture Model - Simplest Explanation Ever
Charles Handy's Model is a way to categorise organisational cultures. Understanding organisational cultures goes a long way in ensuring employee satisfaction and motivation in business today.
Curated Video
Predictive Analytics with TensorFlow 4.2: From Disaster to Decision –Titanic Example Revisited
In this video, we will see how we could develop several predictive models for Titanic survival prediction and do some analytics using them. In particular, we will discuss logistic regression, random forest, and linear SVM. We start with...
The Business Professor
Understanding Business & Career Development
This Video Explains Understanding Business & Career Development
APMonitor
Nonlinear Regression in Python
A three parameter (a,b,c) model y = a + b/x + c ln(x) is fit to a set of data with the Python APMonitor package. This tutorial walks through the process of installing the solver, setting up the objective (normalized sum of squared...
APMonitor
Physics-Informed Neural Network
Physics-based information is integrated into the Neural Network architecture with the use of constraints or other relationships such as periodic cycles. Empirical regression has limitations, especially when predictions are requested...
Curated Video
Predictive Analytics with TensorFlow 4.1: Supervised Learning for Predictive Analytics
In this video, we will see a type of machine learning process that is supervised learning. We will also see linear regression. We will use it for movie rating prediction. • See the spam filtering example • Use linear regression for movie...
APMonitor
Curve Fit with Excel and Python
Nonlinear regression with heart rate data is shown in both Microsoft Excel and Python. GEKKO and SciPy curve_fit are used as two alternatives in Python. Heart rate data is available at...
Fun Robotics
Iris Flower Classification Model
Training a classification model to predict the class of an Iris flower.
Curated Video
Particle Motion of Gases and Temperature's Effect on Pressure
This is a lecture video on particle motion of gases, explaining how the temperature of a gas affects the motion of its particles and its pressure. The video starts by describing the kinetic energy of gas particles and how they collide...
Curated Video
Evaluate the accuracy of an artificial intelligence system : Pointers on Evaluating the Accuracy of Classification Modelling
From the section: Supervised Learning: Classification. In this section, the author talks about kNN- Classification, Naive Bayes Classification, SVM- Linear and Non-Linear Classification and also Gradient Boosting Machine (GBM)....
Curated Video
Exploring Exponential Models: Revealing Hidden Information with Exponents
In this video, the teacher explains how to change exponential models to reveal hidden information using the properties of exponents. They provide examples of exponential growth and decay models and show how to calculate the percent of...