Learn to build a healthcare solution using machine learning

سرفصل های دوره

Learn to use machine learning scikit-learn, Tensorflow, Docker to build a real-world healthcare project in under 6 hours

1 - Introduction

1 - Introduction

2 - How to take the course.html

3 - Python recap.html

4 - Jupyter Notebooks and Google Collaboratory.html

5 - Github and Codespaces.html

2 - Basics of Machine Learning

6 - Intro to this section.html

7 - Machine Learning Basics 1

8 - Machine Learning Basics 2

9 - Machine Learning Stages 1

10 - Machine Learning Stages 2

11 - Intro to tech stack for the project 1

12 - Intro to tech stack for the project 2

3 - Project Preliminary Data Analysis

13 - What we will cover in this section.html

14 - Machine Learning for health care sector.html

15 - Business case for our project

16 - Data Ingestion 1

17 - More on AWS resources.html

18 - Data Ingestion 2

19 - Data Ingestion 3

20 - Data Summary and data types

21 - Working with dates

22 - Modelling the target variable

23 - Categorical Encoding

24 - Univariate analysis

25 - Handling Missing data

26 - Linear Regression Basics 1

27 - Linear Regression Basics 2

28 - Bivariate and regression analysis

4 - Project Advanced Data Analysis

29 - What we will cover in this section.html

30 - KMeans Clustering theoryOptional.html

31 - Kmeans clustering 1

32 - Kmeans clustering 2

33 - Outlier Analysis

34 - Data Leakage

5 - Building ML Models

35 - What you will cover in this course.html

36 - Ensemble Methods Basics 1

37 - Ensemble Methods Basics 2

38 - Decision Tree and Random Forest

39 - Evaluating Random Forest Models

40 - HyperOpt Optimization of hyper parameters

41 - Partial Dependency Plots

42 - LightGBM

43 - Sklearn Pipeline

44 - XGboost

45 - Neural Networks

6 - Model Deployement

46 - What we will cover in this section.html

47 - Getting started with deployment

48 - Writing our production code

49 - Writing our FastAPI server

50 - Docker Getting started

51 - Docker implementation 1

52 - Docker implementation 2

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تولید کننده: Udemy-Training