Python Artificial Intelligence Projects for Beginners
Tilgjengelig for kjøp
Episoder
S1 E1 - The Course Overview
26. desember 20172minThis video gives an overview of the entire course.Tilgjengelig for kjøpS1 E2 - Classification Overview and Evaluation Techniques
26. desember 20175minIn this video, we will see what classification is and also, we will see how well a system is performing in this task.Tilgjengelig for kjøpS1 E3 - Decision Trees
26. desember 20174minIn this video, we will see what a decision tree is, how it works, and what is it good for.Tilgjengelig for kjøpS1 E4 - Prediction with Decision Trees and Student Performance Data
26. desember 20177minIn this video, we will see how we can predict a student's performance in a course. We can do so by looking at the student's prior performance and some facts about their home life. A decision tree classifier can be used to learn how to predict performance based on these historical attributes.Tilgjengelig for kjøpS1 E5 - Random Forests
26. desember 20172minIn this video, we will see what a random forest is, how it works, and what is it good for.Tilgjengelig for kjøpS1 E6 - Predicting Bird Species with Random Forests
26. desember 20179minIn this video, we will see how we can predict the species of a bird based on various attributes.Tilgjengelig for kjøpS1 E7 - The Problem of Text Classification
26. desember 20176minIn this video, we will see how we can manipulate text in order to use a classification technique, such as random forests. One popular approach is the bag-of-words model.Tilgjengelig for kjøpS1 E8 - Detecting YouTube Comment Spam with Bag of Words and Random Forests
26. desember 20179minIn this video, we will see how we can identify spam comments on a website. We look at a YouTube spam dataset to practice with bag-of-words and random forests to solve this problem.Tilgjengelig for kjøpS1 E9 - Word2Vec Models
26. desember 20175minIs there any other way to represent text, perhaps more accurately? Indeed, Word2Vec is a more sophisticated approach that can yield more accurate results and this video explains that.Tilgjengelig for kjøpS1 E10 - Detecting Positive/Negative Sentiment in User Reviews
26. desember 20178minIn this video, we will see how we can identify positive and negative product reviews and how to use word2vec and doc2vec models to find which documents are similar to each other.Tilgjengelig for kjøpS1 E11 - Neural Networks
26. desember 20174minIn this video, we will see what neural networks are, why are they named this way, and how do they work.Tilgjengelig for kjøpS1 E12 - Identifying the Genre of a Song Using Audio Analysis and Neural Networks
26. desember 201711minIn this video, how we can identify the genre of a song.Tilgjengelig for kjøpS1 E13 - Revising the Spam Detector to Use Neural Networks
26. desember 20179minIn this video, we will see how to use neural networks for text data.Tilgjengelig for kjøpS1 E14 - Overview of Deep Learning and Convolutional Neural Networks
26. desember 20176minIn this video, we will see what deep learning is, why is it a popular term today, how does it work, and what are popular techniques in deep learning.Tilgjengelig for kjøpS1 E15 - Identifying Handwritten Mathematical Symbols with Convolutional Neural Networks
26. desember 201715minIn this video, we will see how to use CNNs to classify images.Tilgjengelig for kjøpS1 E16 - Revising the Bird Species Identifier to Use Images
26. desember 201712minIn this video, we will see how to use more sophisticated CNNs to classify images.Tilgjengelig for kjøp
