|
|
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
Learn
Gain the skills you need to do independent data science projects.
account_circle
Your Courses
Active
Python
Next up: Exercise: Syntax, Variables, and Numbers
18%
Intro to SQL
Next up: Exercise: Getting Started With SQL and BigQuery
8%
newsstand
Courses
view_listcalendar_view_month
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates. Learn more about courses.
Intro to Programming
Get started with Python, if you have no coding experience.
Intro to Machine Learning
Learn the core ideas in machine learning, and build your first models.
Pandas
Solve short hands-on challenges to perfect your data manipulation skills.
Intermediate Machine Learning
Handle missing values, non-numeric values, data leakage, and more.
Data Visualization
Make great data visualizations. A great way to see the power of coding!
Feature Engineering
Better features make better models. Discover how to get the most out of your data.
Advanced SQL
Take your SQL skills to the next level.
Intro to Deep Learning
Use TensorFlow and Keras to build and train neural networks for structured data.
Computer Vision
Build convolutional neural networks with TensorFlow and Keras.
Time Series
Apply machine learning to real-world forecasting tasks.
Data Cleaning
Master efficient workflows for cleaning real-world, messy data.
Intro to AI Ethics
Explore practical tools to guide the moral design of AI systems.
Geospatial Analysis
Create interactive maps, and discover patterns in geospatial data.
Machine Learning Explainability
Extract human-understandable insights from any model.
Intro to Game AI and Reinforcement Learning
Build your own video game bots, using classic and cutting-edge algorithms.
첫댓글 https://www.kaggle.com/
Kaggle 완전 초보자용 시작 가이드
🟢 0단계: 준비물
* 기본적인 컴퓨터 사용 가능
* 수학 지식 거의 없어도 됨
* Python 몰라도 시작 가능
🟢 1단계: 가입 후 바로 할 것
1️⃣ Kaggle 가입
2️⃣ 상단 메뉴 → **Learn** 클릭
3️⃣ **Python 코스부터 시작** 👉 이 코스는 진짜 초보 기준이라 부담 없음
추천 순서: 1. Python 2. Pandas 3. Intro to Machine Learning 4. Data Visualization
🟢 2단계: 첫 실전 도전 (타이타닉); 초보자에게 가장 유명한 대회; **Titanic - Machine Learning from Disaster**
왜 좋냐면: * 데이터가 단순함 * 튜토리얼 많음 * 입문용으로 최적
### 목표; "이 승객이 생존했는가?" 예측하기
🟢 3단계: 따라 치기 학습법 (중요)
처음엔: ✔ 남이 만든 Notebook 열기 ✔ 코드 그대로 실행해보기 ✔ 한 줄씩 해석해보기
이게 가장 빠른 성장 방법
🟢 4단계: 최소한 알아야 할 것
Pandas로 데이터 읽기
train / test 차이 이해
간단한 모델 (RandomForest 정도)
제출(submit) 방법
처음부터 딥러닝 할 필요 ❌
🟢 5단계: 점수에 집착하지 말 것
초보자가 흔히 하는 실수:❌ 리더보드 점수에 집착 ❌ 상위권 코드만 따라함👉 목표는 이해이지 1등이 아닙니다.
🟢 6단계: 1~2달 뒤 목표
자신만의 Notebook 작성
데이터 전처리 스스로 해보기
모델 하나 직접 튜닝해보기
이 정도면 입문 성공입니다.
💡 현실적인 조언
Kaggle은: 공부용 ✔ 포트폴리오용 ✔ 취업 보조수단 ✔
빠른 돈벌이 수단 ❌
🎯 4주 학습 플랜 (간단)
1주차: Python + Pandas
2주차: Titanic 완주
3주차: 다른 쉬운 대회 하나
4주차: 노트북 정리해서 프로필 꾸미기