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1 | | - # Python for Data Science and Machine Learning |
2 | | - |
3 | | -> Objective : |
4 | | -
|
5 | | -The main objective of these contents is to make students learn the basic working of Python Language along with its usage in Data Sciences. Students will have hands-on with various packages available in Python used for Machine Learning like Numpy, Pandas, Matplotlib, Scikit-learn, NLTK, Tkinter, etc. |
6 | | - |
7 | | -> Outcome : |
8 | | -
|
9 | | -The reader's will learn to analyse the huge data collected on Cloud/Internet using various package available in python. Further the model building using various machine learning algorithms, will enhance the knowledge of budding Data Scientists. |
10 | | - |
11 | | -> Class Example : |
12 | | -
|
13 | | -The examples undertaken/coded while demos in class are [available here](./ClassExamples/). |
14 | | -- 6 weeks summer training programs [ST395](./ClassExamples/ST395) ,[ST401](./ClassExamples/ST401) |
15 | | -- 6 Months Industrial Training Programmes [PJ121](./ClassExamples/PJ121) |
16 | | - |
17 | | - |
18 | | -> Contents/Slides: [Topicwise Slides](./Slides) |
19 | | -
|
20 | | - |
| 1 | + # Python for Data Science and Machine Learning |
| 2 | + |
| 3 | +> Objective : |
| 4 | +
|
| 5 | +The main objective of these contents is to make students learn the basic working of Python Language along with its usage in Data Sciences. Students will have hands-on with various packages available in Python used for Machine Learning like Numpy, Pandas, Matplotlib, Scikit-learn, NLTK, Tkinter, etc. |
| 6 | + |
| 7 | +> Outcome : |
| 8 | +
|
| 9 | +The reader's will learn to analyse the huge data collected on Cloud/Internet using various package available in python. Further the model building using various machine learning algorithms, will enhance the knowledge of budding Data Scientists. |
| 10 | + |
| 11 | +> Class Example : |
| 12 | +
|
| 13 | +The examples undertaken/coded while demos in class are [available here](./ClassExamples/). |
| 14 | +- 6 weeks summer training programs [ST395](./ClassExamples/ST395) ,[ST401](./ClassExamples/ST401) |
| 15 | +- 6 Months Industrial Training Programmes [PJ121](./ClassExamples/PJ121) |
| 16 | + |
| 17 | + |
| 18 | +> Contents/Slides: [Topicwise Slides](./Slides) |
| 19 | +
|
| 20 | +> Dataset used in examples : [Dataset](./ClassExamples/data) |
| 21 | +
|
| 22 | +> Additional Resources/books : [Dataset](./pdfs) |
| 23 | +
|
| 24 | +> Weblinks : |
| 25 | +- [Python Numpy Tutorial](https://cs231n.github.io/python-numpy-tutorial/) |
| 26 | +- [Dive into Deep Learning] (http://d2l.ai/chapter_introduction/index.html) |
| 27 | +- [Deep Learning-MIT Press] (http://www.deeplearningbook.org/) |
| 28 | + |
| 29 | + |
| 30 | + |
| 31 | + |
| 32 | + |
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