Scikit Learn Tutorial | Scikit-Learn Workflow | Data Preprocessing In Machine Learning | Intellipaat
92This video on "Data Preprocessing In Machine Learning" will help you understand both the theoretical and implementation details about data preprocessing and how to achieve it with scikit-learn library. The session will begin by bulding programming intuition for scikit-learn algorithmic workflow. Understand the different steps involved in data preprocessing such as handling missing values, value imputation, data scaling, and data encoding. So, let's get started with this second Scikit-Learn tutorial for beginners!
🔵 The topics covered in this tutorial are:
00:00 - Scikit-Learn Workflow
13:49 - Data Cleaning And Preprocessing
24:08 - Value Imputation
36:15 - Feature Engineering
40:27 - Data Encoding
44:30 - Data Scaling
✅What Is Scikit-Learn?
Scikit-learn (previously scikits.learn and also known as sklearn) is a free software machine learning package for Python. It features various classification, regression and clustering algorithms including support-vector machines, random forests, gradient boosting, k-means and DBSCAN, and is designed to interoperate with the Python numerical and scientific libraries NumPy and SciPy.
Scikit-learn (Sklearn) is the most useful and robust library for machine learning in Python. It provides a selection of efficient tools for machine learning and statistical modeling including classification, regression, clustering and dimensionality reduction via a consistence interface in Python.
✅Prerequisites to Use Scikit-Learn
1. Python Programming Environment
2. SciPy
3. NumPy
4. Pandas
5. Matplotlib
🔵 Intellipaat Training courses: https://intellipaat.com/
Intellipaat is a global online professional training provider. We are offering some of the most updated, industry-designed certification training programs which includes courses in Big Data, Data Science, Artificial Intelligence and 150 other top trending technologies.
We help professionals make the right career decisions, choose the trainers with over a decade of industry experience, provide extensive hands-on projects, rigorously evaluate learner progress and offer industry-recognized certifications. We also assist corporate clients to upskill their workforce and keep them in sync with the changing technology and digital landscape.
#scikitlearntutorial #scikitlearnworkflow #datapreprocessinginmachinelearning #datapreprocessing #scikitlearn #scikit #scikitlearnworkflowexplained #machinelearningtutorialforbeginners #intellipaat
📌 Do subscribe to Intellipaat channel & get regular updates on videos: https://goo.gl/hhsGWb
----------------------------
Intellipaat Edge
1. 24*7 Life time Access & Support
2. Flexible Class Schedule
3. Job Assistance
4. Mentors with +14 yrs
5. Industry Oriented Course ware
6. Life time free Course Upgrade
------------------------------
For more information:
Please write us to sales@intellipaat.com or call us at: +91-7847955955
Website: https://intellipaat.com/
Facebook: https://www.facebook.com/intellipaatonline
Telegram: https://t.me/s/Learn_with_Intellipaat
Instagram: https://www.instagram.com/intellipaat
LinkedIn: https://www.linkedin.com/company/intellipaat-software-solutions/
Twitter: https://twitter.com/Intellipaat