印度糖尿病数据集_如何成为印度的数据科学家？

客官°小女子只卖身不卖艺 2022-12-07 12:52 318阅读 0赞

![0db03fc11255a86adae3dd1b8b3fdb83.png][]

印度糖尿病数据集

First, we should know that what is the scope in Data Science. So let me tell you that If you searched top jobs on the internet, in that list Data Science will be also present. So you can say this time Data Scientist has one of the most opportunities to become his career.

首先，我们应该知道数据科学的范围。 因此，我告诉您，如果您搜索了互联网上的热门职位，则该列表中还会显示Data Science。 因此，您可以说这次数据科学家拥有成为其职业的最大机会之一。

So, here we will discuss how to become a [Data Scientist][] in India, and how much time needed to become a Data Scientist.

因此，这里我们将讨论如何在印度成为一名[数据科学家][Data Scientist] ，以及成为一名数据科学家需要多少时间。

![How to Become a Data Scientist in India][]

[Image Source][]

[图片来源][Image Source]

### 什么是数据科学？ **(**What is Data Science?**)** ###

*  **Data:** In a simple way, we can say Data is a stored Information means any information that we can store called Data.
    
    **数据：**以一种简单的方式，我们可以说数据是一种存储的信息，即我们可以存储的称为数据的任何信息。
 *  **Data Science:** Data Science is the process of using data to find solutions. Data Science uses algorithms to find the solution/ to solve complex data issues.
    
    **数据科学：**数据科学是使用数据查找解决方案的过程。 数据科学使用算法来查找解决方案，以解决复杂的数据问题。

Here we discuss with **Example:**

在这里我们用**示例进行**讨论**：**

1.  Suppose we are trying to book a Cab, but that time cab rate Comparable higher at this hour of the day, why are the cab fares so high at this time?
    
    假设我们正在尝试预订出租车，但当时的出租车费率在一天中的这一小时要高得多，为什么此时的出租车费如此之高？

The answer is because that time everyone rushing off to work that’s why High demand for cabs leads to an increase in the cab fares. We all know this but how is all of this implemented.  So I will tell you Data Science is the heart of Algorithms. So here Data Science uses a pricing algorithm and finds out which neighborhoods will be the busiest so that it can activate search pricing to get more drivers on the road. So Any cab App surge pricing algorithm uses data science.

答案是因为那个时候每个人都赶着去上班，这就是为什么出租车需求量大导致出租车费上涨的原因。 我们都知道这一点，但是所有这些都是如何实现的。 因此，我将告诉您数据科学是算法的核心。 因此，此处的Data Science使用定价算法，找出哪些街区最繁忙，以便激活搜索定价以吸引更多驾车者。 因此，任何cab App高峰定价算法都使用数据科学。

1.  In data science, we use various processes in combination for design the algorithm, and by using this algorithm we solve the business problems.
    
    在数据科学中，我们结合使用各种流程来设计算法，并通过使用该算法来解决业务问题。

*  Do you know that Amazon uses our search history data and recommends the product that what should we purchase?
    
    您是否知道亚马逊使用我们的搜索历史数据并推荐我们应该购买什么产品？
 *  Netflix is using our watched history to recommend the next series we should watch.
    
    Netflix正在使用我们的观看历史记录来推荐我们应该观看的下一个系列。

Now you know that how are we using the Data, Except this we are also using the Data Science in **Traffic Management, Face Recognition, and Driverless Cars**.

现在您知道了我们如何使用数据，除此之外，我们还在**交通管理，面部识别和无人驾驶汽车中**使用了数据科学。

### 谁是数据科学家？ **(**Who is a Data Scientist?**)** ###

Data Scientist collects the Data and Develop, Implement the [Machine learning algorithm][], He uses the Advance Statistics and Predictive Analysis for extract the useful information from Big amount of Data. He also uses Deep Learning and Neural Networks to build [Artificial Intelligence][] System. They have good knowledge in both fields – IT and business. In India because of the high demand for Data Scientists, Data Scientist salary is one of the highest.

数据科学家收集数据并开发，实施[机器学习算法][Machine learning algorithm] ，他使用高级统计和预测分析从大量数据中提取有用的信息。 他还使用深度学习和神经网络来构建[人工智能][Artificial Intelligence]系统。 他们在IT和业务两个领域都拥有丰富的知识。 在印度，由于对数据科学家的大量需求，数据科学家的工资是最高的之一。

**Roll of a Data Science Job**

**数据科学工作卷**

In Data Science we use programming for implementing the statistics. For implementing the statistics we can use R or Python as well as specific requirements. In India Data Science Programmer Salary is more than software developers Because data collection, data cleaning, and processing is common now because almost every company needs to collect the customer information. Data Scientists highly demand in Delhi-NCR, Pune, and Banglore in India.

在数据科学中，我们使用编程来实现统计数据。 为了实现统计信息，我们可以使用R或Python以及特定要求。 在印度，数据科学程序员的薪水不仅仅是软件开发人员，因为数据收集，数据清理和处理现在很普遍，因为几乎每个公司都需要收集客户信息。 数据科学家对德里的NCR，浦那和印度的Banglore提出了很高的要求。

**Responsibilities of Data Scientist**

**数据科学家的职责**

*  Acquire data.
    
    采集数据。
 *  Able to identify the data-analytics solution that has the most important role in the growth of organizations.
    
    能够识别在组织成长中最重要的数据分析解决方案。
 *  Process and clean the Data.
    
    处理并清理数据。
 *  Collecting a big amount of data and converting it into useful information.
    
    收集大量数据并将其转换为有用的信息。
 *  Repeat the process to solve a problem for reducing the time.
    
    重复该过程以解决减少时间的问题。
 *  Apply techniques and methods of Data science, like machine learning algorithms, Statistics, and Artificial intelligence.
    
    应用数据科学的技术和方法，例如机器学习算法，统计和人工智能。
 *  A data scientist can show you amazing information about the data which you weren’t aware of.
    
    数据科学家可以向您显示有关您不知道的数据的惊人信息。

**Eligibility**

**合格**

B.E / B.Tech , BCA / MCA. (For most of the organizations in India, you need to have a degree to apply for a job but still, there are few companies like Google, IBM, Facebook where you can apply for a job if you have great experience in statistics and data science ).

BE / B.Tech，BCA / MCA。 (对于印度的大多数组织，您需要具有学位才能申请工作，但是如果您在统计和数据科学方面有丰富的经验，那么像Google，IBM，Facebook这样的公司很少可以申请工作)。

### 数据科学课程和认证 **(**Data Science Courses and Certifications**)** ###

Data science course is available in many institutes but this course is often hidden in other colleges or institutes.

许多学院都提供数据科学课程，但该课程通常在其他学院或学院中隐藏。

So here we are showing some Institutes and Universities of India that offer data science courses :

因此，我们在这里展示了印度的一些提供数据科学课程的研究所和大学：

*  Indian Institute of Technology Delhi,
    
    德里印度理工学院，
 *  Indian Institute of Technology Hyderabad,
    
    印度海得拉巴技术学院，
 *  Indian Institute of Technology Madras,
    
    印度理工学院马德拉斯分校，
 *  Indian Institute of Technology Kharagpur,
    
    印度理工学院Kharagpur，
 *  Indian Institute of Management Calcutta,
    
    印度加尔各答管理学院，
 *  Indian Institute of Information Technology and Management – Kerala,
    
    印度信息技术与管理学院–喀拉拉邦，
 *  Indian Institute of Science, Banglore,
    
    印度科学研究所，孟加拉
 *  National Institute of Securities Markets (NISM),
    
    国立证券市场研究所(NISM)，
 *  Jawaharlal Nehru University (JNU),
    
    贾瓦哈拉尔·尼赫鲁大学(JNU)，
 *  Ahmedabad University,
    
    艾哈迈达巴德大学
 *  Bharathiar University Coimbatore,
    
    哥印拜陀Bharathiar大学，
 *  Lovely Professional University
    
    可爱的专业大学
 *  BITS Pilani
    
    比特皮拉尼
 *  IIIT Banglore
    
    IIIT孟加拉国
 *  Academy of Maritime Education and Training.
    
    海上教育与培训学院。

So these are the top list of colleges where you can graduate or post-graduate as a data scientist.

因此，这些是您可以作为数据科学家毕业或研究生的学院的榜首。

On the other hand, if you have done graduation in mathematics or statistics and you can’t afford the fee or there is some other reason that you couldn’t get admission to any of these colleges. So here are a few courses that you can take online to gain knowledge as well as to add weight to your resume.

另一方面，如果您已经完成了数学或统计学的毕业课程，而您又负担不起这笔费用，或者还有其他一些原因导致您无法入读这些大学。 因此，这里有一些课程可以在线学习，以获取知识以及增强简历的重要性。

**MicroMasters Program in Data Science**

**数据科学微硕士课程**

Link: [https://www.edx.org/micromasters/mitx-statistics-and-data-science][https_www.edx.org_micromasters_mitx-statistics-and-data-science]

链接： [https][https_www.edx.org_micromasters_mitx-statistics-and-data-science] ： [//www.edx.org/micromasters/mitx-statistics-and-data-science][https_www.edx.org_micromasters_mitx-statistics-and-data-science]

Duration – 1 year 2 months

期限– 1年2个月

Fee – 101933 Rs. for the full program experience

费用– 101933卢比。 获得完整的计划经验

**Applied Data Science with Python Specialization**

**Python专业化的应用数据科学**

Link: [https://www.coursera.org/specializations/data-science-python][https_www.coursera.org_specializations_data-science-python]

链接： [https][https_www.coursera.org_specializations_data-science-python] ： [//www.coursera.org/specializations/data-science-python][https_www.coursera.org_specializations_data-science-python]

Duration – 5 months

持续时间– 5个月

Fee – 2790 Rs. per month

费用– 2790卢比。 每月

Note – you can apply for financial aid in most of Coursera courses

注意–您可以在Coursera的大多数课程中申请经济资助

**IBM Data Science Professional Certificate**

**IBM数据科学专业证书**

Link: [https://www.coursera.org/professional-certificates/ibm-data-science][https_www.coursera.org_professional-certificates_ibm-data-science]

链接： [https][https_www.coursera.org_professional-certificates_ibm-data-science] ： [//www.coursera.org/professional-certificates/ibm-data-science][https_www.coursera.org_professional-certificates_ibm-data-science]

Duration – 10 months

持续时间– 10个月

Fee – 2790 Rs. per month

费用– 2790卢比。 每月

**CS109 Data Science**

**CS109数据科学**

Link: [http://cs109.github.io/2015/pages/videos.html][http_cs109.github.io_2015_pages_videos.html]

链接： [http][http_cs109.github.io_2015_pages_videos.html] ： [//cs109.github.io/2015/pages/videos.html][http_cs109.github.io_2015_pages_videos.html]

Fee – Free

费用–免费

You will not be getting any certificate to add to your resume but this course material is provided by Harvard which is one of the prestigious universities in the world. The course is detailed enough to make you an expert in data science.

您将不会获得任何证书可添加到简历中，但是本课程材料由哈佛大学提供，哈佛是世界上著名的大学之一。 该课程足够详细，可以使您成为数据科学专家。

**The Data Science Course 2020: Complete Data Science Bootcamp**

**2020年数据科学课程：完整的数据科学训练营**

Link: [https://www.udemy.com/course/machinelearning/][https_www.udemy.com_course_machinelearning]

链接： [https][https_www.udemy.com_course_machinelearning] ： [//www.udemy.com/course/machinelearning/][https_www.udemy.com_course_machinelearning]

Fee – price can be varied according to the offers Udemy provide. It can be between 340 to 1290 Rs.

费用–价格可以根据Udemy提供的报价而有所不同。 它可以在340至1290 Rs之间。

**Note –** Udemy is really a great place to learn and the prices are too low if we compare with any of the courses out there. But they provide completion certification which hasn’t that much value in the market. So if you just want to gain knowledge while pursuing your college or degree. Udemy can be the best place for you.

**注意–** Udemy确实是一个学习的好地方，而且如果我们与那里的任何课程进行比较，价格都太低了。 但是他们提供的完工证明在市场上价值不高。 因此，如果您只是想在攻读大学或学位时获得知识。 Udemy可能是您的最佳去处。

### 所需技能 **(**Skills Required**)** ###

1.  **Mathematical Skills –** You should be strong in Mathematics and Statistics Because we have to apply statistical procedures for extracting useful information from Big amount of Data.
    
    **数学技能–**您应该精通数学和统计学，因为我们必须应用统计学程序才能从大量数据中提取有用的信息。
2.  **Good in handling Data –** Knowledge of Various data extraction from various resources in different forms (unstructured, semi-structured, or structured ).
    
    **擅长处理数据–**了解从各种资源以不同形式(非结构化，半结构化或结构化)提取各种数据的知识。
3.  **Programming Knowledge –** C, C++,  Python, Java, SQL, NoSql, and R. You can use any of these languages but Python and R are recommended because they have a vast set of libraries dedicated to data science. So you won’t have to focus more on writing code and can perform the same task in fewer lines of code than other languages.
    
    **编程知识–** C，C ++，Python，Java，SQL，NoSql和R。您可以使用这些语言中的任何一种，但建议使用Python和R，因为它们具有大量的专用于数据科学的库。 因此，与其他语言相比，您将不必更多地专注于编写代码，并且可以用更少的代码行来执行相同的任务。
4.  **Predictive Analysis –** You should have knowledge about predictive analysis because you can predict the feature on the bases of data.
    
    **预测分析–**您应该具有有关预测分析的知识，因为您可以基于数据预测特征。
5.  **Knowledge of Framework-** You should have knowledge about Hadoop, Spark or technologies related to Machine Learning and Deep Learning.
    
    **框架知识-**您应该具有有关Hadoop，Spark或与机器学习和深度学习相关的技术的知识。
6.  **Business Knowledge –** You should have Business Domain Knowledge for solving the Complex Problems.
    
    **业务知识–**您应该具有用于解决复杂问题的业务领域知识。
7.  **Soft Skills –** If you are going to become a data scientist then you should focus on your Soft Skills too because Industry wants that type of guy who is to be self-sufficient. So you should focus on your Communication, Problem-solving, Ability to draw parallels to real-world problems, etc.
    
    **软技能–**如果您要成为数据科学家，那么您也应该关注软技能，因为行业希望这种类型的人能够自给自足。 因此，您应该专注于沟通，解决问题，与现实世界问题相提并论的能力等。

### 在印度雇用数据科学家的顶尖公司 **(**Top Companies Who Hire a Data Scientist in India**)** ###

*  Mu Sigma,
    
    Mu Sigma，
 *  Fractal Analytics,
    
    分形分析
 *  Crayon Data,
    
    蜡笔数据，
 *  BRIDGEi2i Analytics solutions,
    
    BRIDGEi2i Analytics解决方案，
 *  Genpact,
    
    Genpact，
 *  MiQ Digital India Pvt. Ltd.
    
    MiQ Digital India Pvt。 有限公司
 *  Wipro Limited,
    
    Wipro Limited，
 *  HCL,
    
    HCL，
 *  TCS
    
    TCS

### 雇用全球数据科学家的顶尖公司 **(**Top Companies Who Hire a Data Scientist Across the World**)** ###

*  Amazon
    
    亚马孙
 *  Accenture
    
    埃森哲
 *  Apple
    
    苹果
 *  Facebook
    
    脸书
 *  Google
    
    谷歌
 *  Intell
    
    智力
 *  Microsoft
    
    微软
 *  Twitter
    
    推特
 *  Paypal
    
    贝宝
 *  Fidelity Investments
    
    富达投资

### 数据科学家的薪水和未来增长 **(**Data Scientist Salary and Future Growth**)** ###

According to the recent study by Analytics India Magazine the salaries of Data scientists if one of the highest over the last 4 years. If we talk about some cities in India like Mumbai then In this City the highest salary for analytics employees can be Rs 16 lacs per annum and in the Bangalore City salary of analytics, the employee can be 14.5 lacks per annum. And the average salary of a Data Scientist in India is 7.4 lacks per annum. ** **If you are a fresher then you can take a salary between 6 to 8 lacks per annum, and after the 2 or 3-year experience you can take 10 – 12 Lacks Package. In the Coming future, we can say the demand for data scientists will continuously grow.

根据《 Analytics India》杂志最近的一项研究，数据科学家的薪水是过去4年中最高的之一。 如果我们谈论印度的一些城市，例如孟买，那么在该市，分析人员的最高薪水可以是每年16卢比，而在班加罗尔市，分析人员的薪水可以是每年14.5缺乏。 印度的数据科学家的平均工资每年为7.4缺乏。 ** ** 如果您是新手，那么您可以每年支付6至8个缺勤工资，而在2年或3年的经验之后，您可以参加10至12个Lacks Package。 在即将到来的未来中，可以说对数据科学家的需求将不断增长。

That’s all.

就这样。

If you’ve any queries or feedback related to this article, please let us know in the comment section.

如果您对本文有任何疑问或反馈，请在评论部分告诉我们。

> 翻译自: [https://www.thecrazyprogrammer.com/2020/07/how-to-become-a-data-scientist-in-india.html][https_www.thecrazyprogrammer.com_2020_07_how-to-become-a-data-scientist-in-india.html]

印度糖尿病数据集

[0db03fc11255a86adae3dd1b8b3fdb83.png]: /images/20221123/ac974a6f60c74d2c87c5e64a81c5fcca.png
[Data Scientist]: https://www.thecrazyprogrammer.com/2020/01/machine-learning-models.html
[How to Become a Data Scientist in India]: /images/20221123/a0c64482e16446648b10e4749903e044.png
[Image Source]: https://www.analyticsinsight.net/skills-data-scientists-need-to-master-in-2020/
[Machine learning algorithm]: https://www.thecrazyprogrammer.com/2017/12/machine-learning-algorithms.html
[Artificial Intelligence]: https://www.thecrazyprogrammer.com/2018/01/introduction-artificial-intelligence.html
[https_www.edx.org_micromasters_mitx-statistics-and-data-science]: https://www.edx.org/micromasters/mitx-statistics-and-data-science
[https_www.coursera.org_specializations_data-science-python]: https://www.coursera.org/specializations/data-science-python
[https_www.coursera.org_professional-certificates_ibm-data-science]: https://www.coursera.org/professional-certificates/ibm-data-science
[http_cs109.github.io_2015_pages_videos.html]: https://cs109.github.io/2015/pages/videos.html
[https_www.udemy.com_course_machinelearning]: https://www.udemy.com/course/machinelearning/
[https_www.thecrazyprogrammer.com_2020_07_how-to-become-a-data-scientist-in-india.html]: https://www.thecrazyprogrammer.com/2020/07/how-to-become-a-data-scientist-in-india.html