Develop one multi-class classifier and one clustering

Assignment Help Simulation in MATLAB

Reference no: EM133640004 , Length: word count:3000

Machine Learning on Big Data

Big Data Analytics using ML and Streaming methods

Big Data Analytics using PySpark

Develop one multi-class classifier and one clustering.
Explain the features and configurations you wish to apply.

Evaluate and visualize the accuracy/performance and the working solution for each method you applied.

Data Streaming analytics using PySpark

Complete two tasks for data streaming analytics. You should put the screenshot of the working solution in the
report.

Documentation Write down a scientific report.

Implementation Project

Task 1

Find a data set involving an interesting sequence of symbols: perhaps text, color sequences in images, or event logs from some device. Use word2vec to construct symbol embeddings from them, and explore through nearest neighbor analysis.
What interesting structures do the embeddings capture?

Task 2

Experiment with different discounting methods estimating the frequency of words in English. In particular, evaluate the degree to which frequencies on short text files (1000 words, 10,000 words, 100,000 words, and 1,000,000 words) reflect the frequencies over some large text corpora, say, 10,000,000 words.

Tip: You can use the interesting YouTube Video - Mining Big Data with Apache

SparkURL from Week 2 as the example of implementation on these types of ML modelling.

Implementation Presentation

The Presentation Part is a Good presentation based on the Report you will produce. Please follow the marking scheme so you will know how your presentation should be presented.

Reference no: EM133640004

Questions Cloud

Historical eras of american policing : Choose two historical eras of American policing, note their title, and explain at least two components each.

Which his life intersected with larger developments : Identify three ways in which his life intersected with larger developments/issues/events taking place in the country in the 19th century.

Civil war was split into north vs south : I think since the Civil War was split into the North vs South, people believe it was only the southerners who owned slaves, but they couldn't be more than wrong

Describe four safety net programs in human service industry : Describe four safety net programs in the human service industry. Analyze the safety net programs that failed during the pandemic.

Develop one multi-class classifier and one clustering : CN7030 Machine Learning on Big Data, University of East London - Develop one multi-class classifier and one clustering. Explain the features and configurations

About western civilization and human development : Provide some conclusions about Western Civilization and Human Development that you have gleaned from this course.

Define positive climate and what it looks like in program : Define Positive Climate and what it looks like in your program. Describe how community building demonstrates teamwork skills.

Define transformational leadership : Define transformational leadership. Describe the importance of emotional intelligence in leadership roles.

What were achievements of the chicano movement : What were the achievements of the Chicano Movement? How did the Chicano Movement impact history?

User Account

All Pages