Data Science Training by Experts

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Data Science - Syllabus, Fees & Duration

MODULE 1

  • The Data Science Process
  • Apply the CRISP-DM process to business applications
  • Wrangle, explore, and analyze a dataset
  • Apply machine learning for prediction
  • Apply statistics for descriptive and inferential understanding
  • Draw conclusions that motivate others to act on your results

MODULE 2

  • Communicating with Stakeholders
  • Implement best practices in sharing your code and written summaries
  • Learn what makes a great data science blog
  • Learn how to create your ideas with the data science community

MODULE 3

  • Software Engineering Practices
  • Write clean, modular, and well-documented code
  • Refactor code for efficiency
  • Create unit tests to test programs
  • Write useful programs in multiple scripts
  • Track actions and results of processes with logging
  • Conduct and receive code reviews

MODULE 4

  • Object Oriented Programming
  • Understand when to use object oriented programming
  • Build and use classes
  • Understand magic methods
  • Write programs that include multiple classes, and follow good code structure
  • Learn how large, modular Python packages, such as pandas and scikit-learn, use object oriented programming
  • Portfolio Exercise: Build your own Python package

MODULE 5

  • Web Development
  • Learn about the components of a web app
  • Build a web application that uses Flask, Plotly, and the Bootstrap framework
  • Portfolio Exercise: Build a data dashboard using a dataset of your choice and deploy it to a web application

MODULE 6

  • ETL Pipelines
  • Understand what ETL pipelines are
  • Access and combine data from CSV, JSON, logs, APIs, and databases
  • Standardize encodings and columns
  • Normalize data and create dummy variables
  • Handle outliers, missing values, and duplicated data
  • Engineer new features by running calculations • Build a SQLite database to store cleaned data

MODULE 7

  • Natural Language Processing
  • Prepare text data for analysis with tokenization, lemmatization, and removing stop words
  • Use scikit-learn to transform and vectorize text data
  • Build features with bag of words and tf-idf
  • Extract features with tools such as named entity recognition and part of speech tagging
  • Build an NLP model to perform sentiment analysis

MODULE 8

  • Machine Learning Pipelines
  • Understand the advantages of using machine learning pipelines to streamline the data preparation and modeling process
  • Chain data transformations and an estimator with scikit- learn’s Pipeline
  • Use feature unions to perform steps in parallel and create more complex workflows
  • Grid search over pipeline to optimize parameters for entire workflow
  • Complete a case study to build a full machine learning pipeline that prepares data and creates a model for a dataset

MODULE 9

  • Experiment Design
  • Understand how to set up an experiment, and the ideas associated with experiments vs. observational studies
  • Defining control and test conditions
  • Choosing control and testing groups

MODULE 10

  • Statistical Concerns of Experimentation
  • Applications of statistics in the real world
  • Establishing key metrics
  • SMART experiments: Specific, Measurable, Actionable, Realistic, Timely

MODULE 11

  • A/B Testing
  • How it works and its limitations
  • Sources of Bias: Novelty and Recency Effects
  • Multiple Comparison Techniques (FDR, Bonferroni, Tukey)
  • Portfolio Exercise: Using a technical screener from Starbucks to analyze the results of an experiment and write up your findings

MODULE 12

  • Introduction to Recommendation Engines
  • Distinguish between common techniques for creating recommendation engines including knowledge based, content based, and collaborative filtering based methods.
  • Implement each of these techniques in python.
  • List business goals associated with recommendation engines, and be able to recognize which of these goals are most easily met with existing recommendation techniques.

MODULE 13

  • Matrix Factorization for Recommendations
  • Understand the pitfalls of traditional methods and pitfalls of measuring the influence of recommendation engines under traditional regression and classification techniques.
  • Create recommendation engines using matrix factorization and FunkSVD
  • Interpret the results of matrix factorization to better understand latent features of customer data
  • Determine common pitfalls of recommendation engines like the cold start problem and difficulties associated with usual tactics for assessing the effectiveness of recommendation engines using usual techniques, and potential solutions.

Download Syllabus - Data Science
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Data Science Jobs in Jurong East

Enjoy the demand

Find jobs related to Data Science in search engines (Google, Bing, Yahoo) and recruitment websites (monsterindia, placementindia, naukri, jobsNEAR.in, indeed.co.in, shine.com etc.) based in Jurong East, chennai and europe countries. You can find many jobs for freshers related to the job positions in Jurong East.

  • Data Scientist
  • Data Analyst
  • Data Engineer
  • Data Storyteller
  • Machine Learning Scientist
  • Machine Learning Engineer
  • Business Intelligence Developer
  • Database Administrator
  • ML Engineer
  • Computer Vision Engineer

Data Science Internship/Course Details

Data Science internship jobs in Jurong East
Data Science Experts provide immersive online instructor-led seminars. The Data Science Process, Communicating with Stakeholders, Software Engineering Practices, Object-Oriented Programming, Web Development, ETL Pipelines, Natural Language Processing, Machine Learning Pipelines, Experiment Design, Statistical Concerns of Experimentation, A/B Testing, and Introduction to Recommendation Engines are some of the topics covered in. Today's Data Scientists must possess a wide range of abilities, including the ability to work with large amounts of data, parse that data, and translate it into an easily comprehensible format from which business insights may be drawn. . You may learn all of the skills and talents required to become a data scientist by enrolling in the top data science online courses in Jurong East. Effectively analyze both organized and unstructured data Create strategies to address company issues. Data Science provides a diverse set of tools for analyzing data from a range of sources, including financial records, multimedia files, marketing forms, sensors, and text files. This finest Data Science course was built with the needs of businesses in mind when it comes to the field of Data Science. To find trends and patterns, use algorithms and modules. You'll have a personal mentor who will keep track of your development.

List of All Courses & Internship by TechnoMaster

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The enviable salary packages and track record of our previous students are the proof of our excellence. Please go through our students' reviews about our training methods and faculty and compare it to the recorded video classes that most of the other institutes offer. See for yourself how TechnoMaster is truly unique.

List of Training Institutes / Companies in Jurong East

  • ICampusEducationHub | Location details: Blk 131 Jurong East Street 13 #04-245Singapore 600131, Singapore 600131 | Classification: High school, High school | Visit Online: skoolopedia.com | Contact Number (Helpline): +65 6100 1316
  • HMIInstituteOfHealthSciencesPteLtd | Location details: 80 Jurong East Street 21, #06-03 Devan Nair Institute for Employment and Employability, Singapore 609607 | Classification: Training provider, Training provider | Visit Online: hmi-ihs.com | Contact Number (Helpline): +65 6253 3818
  • AdventistSchoolhouse | Location details: 90 Jurong East Street 13, Singapore 609648 | Classification: Preschool, Preschool | Visit Online: ash.edu.sg | Contact Number (Helpline): +65 6562 4932
  • NationalLibraryBoard | Location details: 21 Jurong East Central 1, Singapore 609732 | Classification: Library, Library | Visit Online: | Contact Number (Helpline):
  • SeimpiEducation | Location details: 2 Jurong East Central 1, #04-13/14, Singapore 609731 | Classification: Education center, Education center | Visit Online: seimpi.edu.sg | Contact Number (Helpline): +65 6262 1193
  • MPM-JurongEast | Location details: 2 Jurong East Central 1, #04-17 JCube, Singapore 609731 | Classification: Mathematics school, Mathematics school | Visit Online: sg.mpmmath.com | Contact Number (Helpline): +65 8818 7166
  • TheCaterpillar'sCove@JurongEast | Location details: 80 Jurong East Street 21, Singapore 600201 | Classification: Preschool, Preschool | Visit Online: | Contact Number (Helpline): +65 6566 5110
  • AvantusTraining | Location details: 80 Jurong East Street 21, #04-04 Devan Nair Institute, Singapore 609607 | Classification: Training centre, Training centre | Visit Online: avantustraining.com | Contact Number (Helpline): +65 6661 0888
  • EdufarmLearningCentre-JurongEast | Location details: Jurong East Street 21, #01-249 Block 204, Singapore 600204 | Classification: Education center, Education center | Visit Online: edufarm.com.sg | Contact Number (Helpline): +65 6729 0210
  • ProLearnJurongEast | Location details: 134 Jurong Gateway Rd, #03-309A, Singapore 600134 | Classification: Learning center, Learning center | Visit Online: prolearn.com.sg | Contact Number (Helpline): +65 8699 0123
  • DFAcademy@JurongEast | Location details: 3 #04-13 Gateway Dr, Westgate, Singapore 608532 | Classification: Dance school, Dance school | Visit Online: dfacademy.com.sg | Contact Number (Helpline): +65 8717 8869
  • BELLSCentre@JurongEast | Location details: Jurong CPF Building, 21 Jurong Gateway Rd, #02-01, Singapore 608546 | Classification: Education center, Education center | Visit Online: bells.sg | Contact Number (Helpline): +65 6473 3936
  • OodlesLearning@JurongEast | Location details: 353 Jurong East Street 31, #01-113, Singapore 600353 | Classification: Education center, Education center | Visit Online: oodleslearning.com | Contact Number (Helpline): +65 9836 3371
  • WavelinkMaritimeInstitutePteLtd | Location details: 80 Jurong East Street 21, #06-04 Devan Nair Institute, Singapore 609607 | Classification: Training centre, Training centre | Visit Online: wavelinklms.com.sg | Contact Number (Helpline): +65 6796 9657
  • CrestarLearningCentre@JurongEast | Location details: 135 Jurong Gateway Rd, Singapore 600135 | Classification: Learning center, Learning center | Visit Online: crestar.com.sg | Contact Number (Helpline): +65 6560 9997
  • CMAMentalArithmetic(JurongEastCentral)Centre | Location details: 134 Jurong Gateway Road #03, #307j, Singapore 600134 | Classification: Tutoring service, Tutoring service | Visit Online: cma.edu.sg | Contact Number (Helpline): +65 6897 0083
 courses in Jurong East
Less well- known are the myriad, inventive ways Dr Goh finagled to insure the survival of the artificial estate, including the trouble of a tollgate to convert workers to live in Jurong. The business logjams caused by the former Nanyang University’s opening, a day Jurong old- timekeepers still recollect fluently. From the southern end of the woe of Malacca, Linschoten describes an eastward route through the Selat Sembilan( “ the first woe through which you townies standing by rubber trees on Pulau Samulun, 1963. When Nantah( Nanyang University) opened in 1956, there were business logjams all the way to the 11th corner. The line in red indicates Jurong Road. Linschoten’s detailing of the Selat Sembilan showed that the strait was familiar to the Orang Laut and the Malays. Ng’s recollections of Jurong as an area, like that of numerous Singaporeans, is shaped by the stretch of Jurong Road, the first part of which was laid from Bukit Timah Road between 1852 and 1853. These are the stories, particular recollections and narratives presented in this Jurong Heritage Trail folder. An account by author George Earl provides the 19th century European perspective “ The Malay rovers absolutely swarm in the neighbourhood of Singapore, the multitudinous islets in the vicinity, the cutting channels of which are known only to themselves, swinging them a snug retreat. farther inland, making up moment’s Boon Lay, Jurong West and Jalan Ahmad Ibrahim was tableland Dipterocarp timber.

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