Certificate in Data Science with Python - Feva Works IT Education Centre

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Certificate in Data Science with Python (30hrs)
1. Data Management with Python - Part One
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Python basic: data structures, list and dictionary, for loop/if statement, define function
2. Data Management with Python - Part Two
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Pandas: series / dataframe
3. Data Management with Python - Part Three (Data Visualization Techniques)
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Practical use of pandas features: data aggregation / joining / datetime management etc Different types of charts
Different types of charts
4. Web scraping with Python
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Use of beautifulSoup and selenium
5. Overview of the use of machine learning
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Supervised learning / unsupervised learning
Model Evaluation
Data mining workflow
6. Tree based Machine Learning Algorithms
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Decision tree algorithm / random forest
7. Artificial neural network (ANN) & Deep learning
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ANN and DNN with tensorflow
8. Clustering Algorithms
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Kmeans and other algorithms
9. Regression
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Linear and polynomial regression techniques
10. Text analytics with Python
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Text mining techniques

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Note: The course outline is subject to change based on the needs and requirements of the students and the latest updates in the market.

 

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