[ FreeCourseWeb.com ] Practical Machine Learning (2024)

File Name

Size

Get Bonus Downloads Here.url

183 B

~Get Your Files Here !/1. Introduction/1. Introduction.mp4

18 MB

~Get Your Files Here !/1. Introduction/2. Define the roles and responsibilities of a machine learning engineer.mp4

9.6 MB

~Get Your Files Here !/1. Introduction/3. A day in the life as an ML engineer.html

123 B

~Get Your Files Here !/1. Introduction/4. Common applications for ML [optional].mp4

68 MB

~Get Your Files Here !/1. Introduction/4.1 Good fraud dataset on Kaggle.html

122 B

~Get Your Files Here !/2. Data Analysis/1. Intro working with datasets to identify key insights.mp4

9.9 MB

~Get Your Files Here !/2. Data Analysis/1.1 Welcome to Colaboratory.html

102 B

~Get Your Files Here !/2. Data Analysis/2. Getting familiar with some 2020 census data.html

123 B

~Get Your Files Here !/2. Data Analysis/3. The power of pandas.mp4

2.2 MB

~Get Your Files Here !/2. Data Analysis/3.1 Different ways to use pandas and their performance implications.html

149 B

~Get Your Files Here !/2. Data Analysis/3.2 L7_ The Power of Pandas.pdf

55 kB

~Get Your Files Here !/2. Data Analysis/3.3 Pandas Cheat Sheet.html

109 B

~Get Your Files Here !/2. Data Analysis/3.4 Pandas User Guide.html

113 B

~Get Your Files Here !/2. Data Analysis/4. Exploring some additional census data.html

123 B

~Get Your Files Here !/2. Data Analysis/5. Exploring some nba player data.html

127 B

~Get Your Files Here !/3. Data Pipelines/1. What is an ETL pipeline.mp4

6.8 MB

~Get Your Files Here !/3. Data Pipelines/1.1 L8_ ETLs.pdf

59 kB

~Get Your Files Here !/3. Data Pipelines/2. Introduction to Airflow [optional].html

6.4 kB

~Get Your Files Here !/3. Data Pipelines/2.1 We choose Prefect in place of Airflow for our guided assignment.html

120 B

~Get Your Files Here !/3. Data Pipelines/3. Introduction to Prefect Creating your first data workflow.html

127 B

~Get Your Files Here !/3. Data Pipelines/4. Let's migrate our NBA player data exploration into a workflow.html

127 B

~Get Your Files Here !/4. Train Models/1. Train models using tools from industry like scikit learn and xgboost.mp4

16 MB

~Get Your Files Here !/4. Train Models/2. Making predictions off NBA player data.html

127 B

~Get Your Files Here !/4. Train Models/3. Train a PyTorch neural net model.mp4

76 MB

~Get Your Files Here !/4. Train Models/3.1 Colab notebook follow along.html

146 B

~Get Your Files Here !/5. Deploy Models/1. What is ML in Production.mp4

18 MB

~Get Your Files Here !/5. Deploy Models/2. Deploying a PyTorch neural net model.html

127 B

~Get Your Files Here !/5. Deploy Models/3. Metrics and Monitoring.mp4

16 MB

~Get Your Files Here !/6. Outro/1. That's all folks!.mp4

3.8 MB

~Get Your Files Here !/Bonus Resources.txt

386 B