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Top Machine Learning Projects Beginners Must Know in 2021

Shivani Muthyala

These machine learning projects for beginners are a must embrace

Machine learning is something with more diverse technologies such as tablets and computers that can learn based on programming and other data. Machine learning is emerging as a futuristic concept that can meet the requirements of people. When we take a look at the speech recognition technology and virtual assistants, they are run using machine learning technologies. If you are one of them wanting to start a career in machine learning, then you must read this article to understand the top machine learning projects to know about in 2021.

Top machine learning projects to make note of:

Movie Recommendation

Today most of us use technology for watching movies whether on television or the internet. But some of us do not know what to stream next, so in this case with the help of machine learning, one can get recommendations according to the user's preferences making it easy for us. This is one of the top machine learning projects that are in demand these days. You can either use Python or R languages to make it happen. It is one of the best ML projects for beginners.

Sentiment Analysis

It is an application in text mining and computational linguistic research to tease out the underlying sentiment in source texts. This is one of the machine learning projects for beginners to embrace that can help in uncovering the market trends and consumer opinions offering insights for the overall improvement of the products.  It is one of the best ML projects for beginners.

TensorFlow

As we all know, TensorFlow is an open-source artificial intelligence-based library that can be of great help to polish your machine learning skills. Using TensorFlow you can use the library to create data flow graphs, projects using Java, and an array of applications. TensorFlow is one of the best machine learning projects for beginners that includes APIs for Java too.

Stock Predictions

Stocks have been widely popular with increasing awareness among investors. It is one of the best ML projects for beginners. The prices of stocks are based on datasets from past prices, fundamental indicators, volatility indices, etc. As a beginner, you can start small projects using stock-market datasets to design and create predictions for the next months too. This is one of the great machine learning projects for beginners to get a grip on creating predictions based on massive datasets.

Sales Forecasting

Since predicting future sales is a tough job, businesses can come closer to machine learning to access information on weekly sales or by locations or departments. It is one of the best ML projects for beginners. For instance, Walmart provides datasets that can help with this. This is one of the best machine learning projects for beginners as it can help businesses to make data-driven decisions.

Human Activities Recognition

Most of us use mobile devices to keep a track of our activities such as running, walking, or cycling. This activity tracking is done using machine learning itself. Since it is being prominent these days, it also becomes one of the machine learning projects for beginners to learn in 2021. This project can help in understanding how to solve multi-classification problems.

Iris Classification

The Iris flowers dataset is one of the oldest and popular machine learning projects for beginners to explore and learn. This project can equip you to get a grip on the basics of handling numeric values and data. Data points include the length of the petals, the size of the sepals, and also the width. It is one of the best ML projects for beginners.

Sort Tweets

Many people tweet every single minute, so to sort and filter certain words and information easily and quickly we use machine learning. This is one of the interesting machine learning projects for beginners to get a hand over new trends and projects. This project allows programmers to create an algorithm that takes scraped tweets that can be run using a natural language processor to determine specific themes about individuals or their tweets.

Digitalization of Documents

This is perfect for deep learning and neural networks that can be used for image recognition in machine learning. As most of the work exchanges are happening online these days, it is vital to have a project that can turn the handwritten documents intl digitized versions making things easier for the businesses. Beginners can also learn how to turn pixel data into images, as well as how to use MNIST datasets and logistic regression. It is one of the best ML projects for beginners.

Breast Cancer Prediction

This is one of the machine learning projects that uses a dataset that can help in determining the likelihood of whether a breast tumor is benign or malignant. It takes into account, including the lump's thickness, mitosis, and the number of bare nuclei. It is considered the best way for machine learning professionals to price R programming. It is one of the best ML projects for beginners.

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