Data Science Projects: Data Analysis, ML, and Deployment
Data Science Projects: Data Analysis, ML, and Deployment, available at $19.99, has an average rating of 4.48, with 8 lectures, based on 294 reviews, and has 15047 subscribers.
You will learn about Data Analysis and Visualization: Learn to analyze data and create visualizations with Pandas and Matplotlib Machine Learning Fundamentals: Build, train, and evaluate ML models, mastering algorithms and their real-world applications to solve data problems. Feature Engineering: Learn feature engineering to create impactful features, improving model performance and prediction accuracy effectively. Streamlit for Interactive Apps: Develop interactive web apps with Streamlit to deploy and visualize ML models, offering a user-friendly experience. FastAPI for Model Deployment: Create scalable APIs with FastAPI to deploy ML models, enabling real-time predictions and seamless integration. End-to-End Project Workflow: Experience the full data science lifecycle from data cleaning and exploration to model deployment with hands-on projects. This course is ideal for individuals who are Aspiring Data Scientists or Intermediate Data Analysts or Machine Learning Enthusiasts or Python Developers or Students in Data Science It is particularly useful for Aspiring Data Scientists or Intermediate Data Analysts or Machine Learning Enthusiasts or Python Developers or Students in Data Science.
Enroll now: Data Science Projects: Data Analysis, ML, and Deployment
Summary
Title: Data Science Projects: Data Analysis, ML, and Deployment
Price: $19.99
Average Rating: 4.48
Number of Lectures: 8
Number of Published Lectures: 8
Number of Curriculum Items: 8
Number of Published Curriculum Objects: 8
Original Price: $19.99
Quality Status: approved
Status: Live
What You Will Learn
- Data Analysis and Visualization: Learn to analyze data and create visualizations with Pandas and Matplotlib
- Machine Learning Fundamentals: Build, train, and evaluate ML models, mastering algorithms and their real-world applications to solve data problems.
- Feature Engineering: Learn feature engineering to create impactful features, improving model performance and prediction accuracy effectively.
- Streamlit for Interactive Apps: Develop interactive web apps with Streamlit to deploy and visualize ML models, offering a user-friendly experience.
- FastAPI for Model Deployment: Create scalable APIs with FastAPI to deploy ML models, enabling real-time predictions and seamless integration.
- End-to-End Project Workflow: Experience the full data science lifecycle from data cleaning and exploration to model deployment with hands-on projects.
Who Should Attend
- Aspiring Data Scientists
- Intermediate Data Analysts
- Machine Learning Enthusiasts
- Python Developers
- Students in Data Science
Target Audiences
- Aspiring Data Scientists
- Intermediate Data Analysts
- Machine Learning Enthusiasts
- Python Developers
- Students in Data Science
Welcome to Data Science Projects – Hands-On Projects with Streamlit and FastAPI! This course is designed for aspiring data scientists who want to elevate their skills through practical, real-world projects. Dive into the exciting world of data science with three comprehensive projects that cover every essential aspect: data analysis, data cleaning, data visualization, feature engineering, and machine learning.
In this course, you will:
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Analyze and Clean Data: Learn techniques for effective data cleaning and exploratory data analysis to uncover insights.
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Visualize Data: Create impactful visualizations to tell compelling data stories.
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Engineer Features: Understand feature engineering principles to enhance your models’ performance.
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Build and Evaluate ML Models: Develop, train, and evaluate machine learning models using popular algorithms.
Additionally, you will gain hands-on experience with:
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Streamlit: Build interactive web applications to showcase your machine learning models in two projects.
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FastAPI: Create a robust and scalable API for deploying your machine learning model in one project.
By the end of this course, you will have built three portfolio-worthy projects, demonstrating your ability to handle end-to-end data science processes and deploy machine learning models in real-time applications. Whether you are a beginner or an intermediate data scientist, this course will provide you with the practical skills needed to excel in the data science field. Join us and transform your data science expertise today!
Course Curriculum
Chapter 1: Salary Prediction Project – Streamlit
Lecture 1: Dataset
Lecture 2: Salary Prediction Project Part 1
Lecture 3: Salary Prediction Project Part 2
Chapter 2: Scholarship Prediction Project – FastAPI
Lecture 1: Dataset
Lecture 2: Scholarship Prediction Project
Chapter 3: Bike Purchasement Prediction Project – Streamlit
Lecture 1: Dataset
Lecture 2: Bike Purchasement Prediction Project
Chapter 4: Bonus Section
Lecture 1: bonus lecture
Instructors
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Onur Baltacı
Data Scientist
Rating Distribution
- 1 stars: 4 votes
- 2 stars: 9 votes
- 3 stars: 31 votes
- 4 stars: 81 votes
- 5 stars: 169 votes
Frequently Asked Questions
How long do I have access to the course materials?
You can view and review the lecture materials indefinitely, like an on-demand channel.
Can I take my courses with me wherever I go?
Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don’t have an internet connection, some instructors also let their students download course lectures. That’s up to the instructor though, so make sure you get on their good side!
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