Curated Video
Ensemble Machine Learning Techniques 2.3: Ensemble Learning for Classification
In this video, we will use python to write a simple ensemble learning model for classification. • We will use Jupyter Notebook to execute our code • Use Iris dataset to perform classification • Use hard voting and soft voting for...
Curated Video
Use a real-life example of an AI system to discuss some impacts of cyber attacks : Confidentiality, Availability, and Integrity Attacks
From the section: Build a Threat Model and Learn Different Attacks on AI. In this section, you will create a high-level threat model for AI solution to choose the right priorities against various threats. It’s important to know the main...
de Dicto
Machine Learning Systems Design with Sara Hooker: Fundamental architectural constraint
Learn of fundamental architectural constraints and the patterns that most models find important and how fundamentally different they are from the patterns a human would expect to be important. Machine Learning Systems Design with Sara...
APMonitor
Imbalanced Data Classification
Imbalanced data is a disproportionate number of data points with discrete labels and can be a big challenge to develop an accurate classifier. A classifier attempts to find the data boundary where one class ends and the other begins....
Fun Robotics
Handling DataFrame
Use of data science libraries such as pandas and seaborn to perform basic data exploration, data cleaning and data visualization techniques.
The Wall Street Journal
Venture Bets In Health Care
As investors pour billions into health and biotech, two prominent venture capitalists share perspectives on the sector and what they're betting on now.
de Dicto
Machine Learning Systems Design with Sara Hooker: Robustness
Does Sara Hooker think effective tools should look primarily at the data or the model itself? Machine Learning Systems Design with Sara Hooker, Part 6
Curated Video
Evaluate visual representations of data that models real-world phenomena or processes : Hands-On Example: NLP
From the section: NLP Visualization and Model Experimentation. Visualize text data and view data embeddings. View and track hyperparameter tuning and display training configurations to run reproducible experiments. Here, we shall predict...
Curated Video
Apache Kafka - Real-time Stream Processing (Master Class) - Introduction
This video introduces the course. This clip is from the chapter "Before you start" of the series "Apache Kafka - Real-time Stream Processing (Master Class)".This section introduces the course and includes lectures which describes about...
Curated Video
Data Science and Machine Learning with R - Data Frames: Helper Functions
This video explains data frames helper functions. This clip is from the chapter "Data Types and Structures in R" of the series "Data Science and Machine Learning with R from A-Z Course [Updated for 2021]".This video explains data types...
Curated Video
Data Science and Machine Learning with R - Creating Data Frames
This video explains creating data frames. This clip is from the chapter "Data Types and Structures in R" of the series "Data Science and Machine Learning with R from A-Z Course [Updated for 2021]".This video explains data types and...
IDG TECHtalk
Machine learning and AI advancements
The hype around artificial intelligence and machine learning is giving way to real use. Join us as InfoWorld’s Serdar Yegulalp and IDG TECHtalk host Ken Mingis discuss how AI and ML have become easier to put into production, how AI and...
Curated Video
Create a computer vision system using decision tree algorithms to solve a real-world problem : Example 1 - Build Multi-layer perceptron for binary classification
From the section: Artificial Neural Networks. In this section, we’ll learn about ANN. Artificial Neural Networks: Example 1 - Build Multi-layer perceptron for binary classification
Fun Robotics
Kmeans Clustering Method
Implementing the Kmeans clustering method to form groups of people in a dataset.
Curated Video
Learning R for Data Visualization (Video 8)
R is on the rise and showing itself as a powerful option in many software development domains. At its core, R is a statistical programming language that provides impressive tools for data mining and analysis, creating high-level...
Curated Video
Deep Learning with Python (Video 18)
Deep learning is currently one of the best providers of solutions regarding problems in image recognition, speech recognition, object recognition, and natural language with its increasing number of libraries that are available in Python....
IDG TECHtalk
How to plot in R with echarts4r
Learn how to make everything from basic line graphs to racing bar charts – all interactive and easily animated -- with echarts4r!
Curated Video
Mastering Tableau 2018.1, Second Edition 11.1: Data Visualization Best Practices for Effective Dashboards
In this video, we’ll see the best practices that we can use to create effective dashboards. • Best practices for creating effective dashboards • Implement best practices for effective dashboards
Curated Video
Predictive Analytics with TensorFlow 6.5: Using Word2vec for Sentiment Analysis
We will see how we can improve the previous predictive model with minimum effort using TF-IDF. • Use Word2vec for doing sentiment analysis
Curated Video
Predictive Analytics with TensorFlow 6.2: Transformers and Estimators
We will get a brief explanation of transformers and estimators. We will also look at different types of transformers and estimators. • Look at the different types of transformers • Look at the different types of estimators
R Programming 101
Create a boxplot using R programming with the ggplot package.
Visualize one categorical and one numeric variable If you are interested in using R programming to visualize your data, then you have come to the right place. Ggplot is a fantastic package that can be used to create plots and graphs to...
The Wall Street Journal
The Future of Doctoring
Large health-care systems are defining new models of primary care, and tech is changing how the work of doctors is managed. How are doctors adjusting, and how do we educate the next generation to work in this new environment?
Curated Video
Statistics for Data Science and Business Analysis - Practical Example
This video contains a practical example on descriptive statistics. This clip is from the chapter "Descriptive Statistics Fundamentals" of the series "Statistics for Data Science and Business Analysis".This section describes the...
Curated Video
Create a machine learning model of a real-life process or object : Analyzing the Airbnb Dataset and Making a Plan
From the section: Regression Task Airbnb Prices in New York. We will use a real-world Airbnb dataset that contains data about New York properties for rent in 2019 on Airbnb, including their price. It is a simple dataset and makes a good...