Complete Data Science & Machine Learning Bootcamp in Python (Udemy.com)
Learn Python,NumPy,Pandas,Matplotlib,Seaborn,Scikit-learn,Dask,LightGBM,XGBoost,CatBoost,Streamlit,Power BI & much more
Created by: Derrick Mwiti
Produced in 2021
What you will learn
- Python for Data Science
- The Data Science Process
- NumPy for Numerical Computation
- Pandas for Data Manipulation
- Matplotlib for Visualization
- Seaborn for Beautiful Visuals
- Plotly for Interactive Visuals
- Introduction to Machine Learning
- Dask for Big Data
- LightGBM
- XGBoost
- CatBoost
- Linear Regression
- Logistic Regression
- Decision Trees
- Random Forest
- Deep Learning using Keras and TensorFlow
- Artificial Neural Networks
- Convolutional Neural Networks
- Natural Language Processing
- Support Vector Machines
- KNearest Neighbors
- Statistical Testing
- K-Means Clustering
- Principal Component Analysis
- Association Rule Mining - Apriori
- Building Dashboards in Power BI
- Data Science Applications with Dash
- Apache Spark in Python
- Google Data Studio
Quality Score
Overall Score : 92 / 100
Course Description
How Algorithms WorkAdvantages & Disadvantages of Various AlgorithmsFeature ImportancesMetricsCross-ValidationFighting OverfittingHyperparameter TuningHandling Imbalanced DataTensorFlow & KerasAutomated Machine Learning(AutoML)Natural Language ProcessingThe course also contains exercises and solutions that will help you practice what you have learned. By enrolling in this course, you'll have lifetime access to the videos and Notebooks. Purchasing the course also comes with a 30-day money-back guarantee, so you can try it at no risk at all. Let's now add Data Science, Machine Learning, and Deep Learning to your CV. See you inside the course. Who this course is for:
People who would like to get started with data science and machine learning without any prior knowledgePersons who would like to refresh their data science and machine learning knowledge
Instructor Details
- 4.6 Rating
10 Reviews
Derrick Mwiti
Derrick Mwiti is a data scientist who has a great passion for sharing knowledge. He is an avid contributor to the data science community via blogs such as Heartbeat, Towards Data Science, Datacamp, Neptune AI, KDNuggets just to mention a few. Derrick is also an author and online instructor. He also trains and works with various institutions to implement data science solutions as well as to upskill their staff.
Derricks studied Mathematics and Computer Science from the Multimedia University, he also is an alumnus of the Meltwater Entrepreneurial School of Technology.
When Derrick is not staring at his computer, he enjoys reading and traveling
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