ProjectPro

JUNE 22, 2021

This blog will help you master the fundamentals of classification machine learning algorithms with their pros and cons. You will also explore some exciting machine learning project ideas that implement different types of classification algorithms. So, without much ado, let's dive in. That is, one instance can have multiple labels.

Machine Learning 72

Machine Learning Algorithm Datasets Project 72

ProjectPro

JUNE 6, 2025

For the fiscal year ended January 31, 2021, Walmart's total revenue was $559 billion showing a growth of $35 billion with the expansion of the eCommerce sector. Walmart runs a backend algorithm that estimates this based on the distance between the customer and the fulfillment center, inventory levels, and shipping methods available.

Data Science 67

Data Science Project Food Pharmaceutical 67

The Pragmatic Engineer

JULY 20, 2023

In 2021 and 2022, they also invested into our seed extension round. Pivoting and growing the company In 2021 – when we last talked – you had just pivoted your company. Building algorithms for conveying insights from API traffic. To this day, we’re one of the few seed deals split between a16z and Sequoia!

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Building Programming Language Programming Recruitment 240

ProjectPro

JUNE 6, 2025

Data analytics combined with machine learning algorithms and Artificial Intelligence (AI) technologies predict the data patterns and trends in these applications, and there is no surprise that Google has mastered it. What are the essential qualities and features of an algorithm? Explain anomaly detection methods and techniques.

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Recruitment Data Science Machine Learning NoSQL 73

ProjectPro

JUNE 6, 2025

Along with that, deep learning algorithms and image processing methods are also used over medical reports to support a patient’s treatment better. Additionally, use different machine learning algorithms like linear regression, decision trees, random forests, etc. to estimate the costs.

Business Intelligence 69

Business Intelligence Coding Project BI 69

ProjectPro

JUNE 6, 2025

Given a graphical relation between variables, an algorithm needs to be developed which predicts which two nodes are most likely to be connected? 15 NLP Projects Ideas for Beginners With Source Code for 2021 How to Become a Big Data Engineer in 2021 Big Data Engineer Salary - How Much Can You Make in 2021?

Hadoop 40

Hadoop Project Big Data Scala 40

ProjectPro

JUNE 6, 2025

1) Predicting Sales of BigMart Stores 2) Insurance Claims Severity Prediction Learning Probability and Statistics for Machine Learning Whenever we work on a project that uses a machine-learning algorithm, there are two significant steps involved. The last few chapters are related to methods of hypothesis testing.

Machine Learning 74

Machine Learning Insurance Algorithm Deep Learning 74

ProjectPro

JUNE 6, 2025

19) What color to grayscale conversion algorithm does OpenCV employ? The color to grayscale algorithm in OpenCV uses the formula Y=0.299*R+0.587*G+0.114*B. Additionally, the OpenCV grayscaling algorithm takes into consideration the nonlinear operation used to encode images. What is the logic behind this?

Engineering 49

Engineering Deep Learning Algorithm Machine Learning 49

ProjectPro

JUNE 6, 2025

’s method of colouring images using a deep learning algorithm. Solution Approach: Creating such an application will require you to first train a deep learning algorithm like YOLOv4 with the images of different fruits. But now, it has become a regular feature in a smartphone, all thanks to advanced deep learning algorithms.

Project 72

Project Deep Learning Algorithm Food 72

ProjectPro

JUNE 6, 2025

Acquire knowledge of data structures, algorithms, and libraries. ML engineers entered LinkedIn’s top 15 in-demand jobs for 2021, and we can see this continuing beyond 2021. They are responsible for the end-to-end implementation and optimization of machine learning algorithms. Master data analysis and statistics.

Machine Learning 67

Machine Learning Engineering Programming Language Portfolio 67

ProjectPro

JUNE 6, 2025

Often, beginners in Data Science directly jump to learning how to apply machine learning algorithms to a dataset. This basic analysis helps in realising important features of the dataset and saves time by assisting in selecting machine learning algorithms that one should use.

Data Mining 52

Data Mining Coding Project Datasets 52

ProjectPro

JUNE 6, 2025

The same algorithms are used to build smart cities and buildings. How to Become a Big Data Engineer in 2021 Big Data Engineer Salary - How Much Can You Make in 2021? How to Become a Big Data Engineer in 2021 Big Data Engineer Salary - How Much Can You Make in 2021?

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Google Cloud Project Data Lake Healthcare 58

ProjectPro

JUNE 6, 2025

But when it comes to large data sets, determining insights from them through deep learning algorithms and mining them becomes tricky. Image Source: [link] Deep Learning algorithms can imitate the working of the human brain. Since then, Keras got adopted as the high-level API for developing deep learning algorithms.

Deep Learning 40

Deep Learning Machine Learning Algorithm Healthcare 40

Netflix Tech

MAY 21, 2025

The netflix recommender system: Algorithms, business value, and innovation. Recommender systems in industry: A netflix case study. In Recommender systems handbook (pp. Springer. [2] 2] Gomez-Uribe, C. A., & Hunt, N. ACM Transactions on Management Information Systems (TMIS), 6(4),119. [3] 3] Jannach, D., & Jugovac, M. 21722182). [6]

Metadata 72

Metadata Data Mining Datasets Architecture 72

ProjectPro

JUNE 6, 2025

On the other hand, the job outlook for data scientists is promising, with an expected employment rate growth of 36% from 2021 to 2031. Data scientists use programming languages like Python or R to analyze data, develop algorithms, answer complex business questions, and uncover patterns in large datasets.

Data Science 52

Data Science Portfolio Algorithm Programming Language 52

KDnuggets

NOVEMBER 19, 2021

Want to know the difference between distributed and federated learning? Read this article to find out.

Algorithm 83

Algorithm Systems 83

ProjectPro

JUNE 6, 2025

Additionally, you will learn how to implement Apriori and Fpgrowth algorithms over the given dataset. You will also compare the two algorithms to understand the differences between them. Source Code: Ecommerce product reviews - Pairwise ranking and sentiment analysis Recommended Reading: How to learn NLP from scratch in 2021?

Business Analyst 75

Business Analyst Project Retail Banking 75

Cloudera

NOVEMBER 25, 2021

Advances in the performance and capability of Artificial Intelligence (AI) algorithms has led to a significant increase in adoption in recent years. In a February 2021 report by IDC, they estimate that world-wide revenues from AI will grow by 16.4% in 2021 to USD $327 billion. We consider three examples below: Robo-Firing.

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Government Insurance Algorithm Machine Learning 98

ProjectPro

JUNE 6, 2025

And quite recently, Python has emerged as the most popular programming language as per the TIOBE index of 2021. Python Fundamentals for Data Science Before exploring libraries that assist in implementing data science algorithms, it is crucial to learn python fundamentals.

Data Science 52

Data Science Python Programming Language Deep Learning 52

Cloudera

JULY 20, 2021

Most businesses, whether you are in Retail, Manufacturing, Specialty Chemicals, Telecommunications, consider a 10% market capitalization increase from 2020 to 2021 outstanding. We all lived through 2020, and now in 2021 we recognize the world has changed. Everyone’s algorithms are off, some examples: Retail’s fulfillment ability.

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Retail Telecommunication Manufacturing Insurance 106

ProjectPro

NOVEMBER 14, 2015

Given a graphical relation between variables, an algorithm needs to be developed which predicts which two nodes are most likely to be connected? 15 NLP Projects Ideas for Beginners With Source Code for 2021 How to Become a Big Data Engineer in 2021 Big Data Engineer Salary - How Much Can You Make in 2021?

Hadoop 52

Hadoop Project Big Data Healthcare 52

ProjectPro

JUNE 6, 2025

Computer vision scientists get to work at research labs spending time with cutting edge deep learning algorithms and state of the art architectures. These facts clearly show that computer vision engineer jobs hold great potential in 2021 and beyond. Prototyping algorithms and testing to articulate/quantify results.

Engineering 68

Engineering Deep Learning Algorithm Machine Learning 68

ProjectPro

JUNE 6, 2025

Thanks to innovation and research in machine learning algorithms, we can seek knowledge and learn from insights that hide in the data. The idea is to try multiple models and assess the best-suited algorithm for the problem. Random Forest algorithm is used and performs reasonably well with an accuracy of 85 per cent and above.

Machine Learning 52

Machine Learning Coding Project Deep Learning 52

ProjectPro

JUNE 6, 2025

In 2021, LinkedIn named it one of the jobs on the rise in the United States. With the help of ML algorithms, it becomes possible to extract meaningful insights from the data. And according to Hired's 2021 State of Salaries report, Data Engineers are in high demand, with a 28% increase in demand for Data Engineers over the past year.

Data Engineering 49

Data Engineering Data Engineer Engineering Hadoop 49

ProjectPro

JUNE 6, 2025

Firstly, we introduce the two machine learning algorithms in detail and then move on to their practical applications to answer questions like when to use linear regression vs logistic regression. Machine Learning , as the name suggests, is about training a machine to learn hidden patterns in a dataset through mathematical algorithms.

Machine Learning 40

Machine Learning Algorithm Datasets Data Science 40

ProjectPro

JUNE 6, 2025

Even in 2021, data science maintained its previous position at number two on Glassdoor's list of top 50 jobs in the United States of America. The solution is devised by applying statistical algorithms called machine learning models, which assist in revealing hidden patterns in the data. What is Data Science? is a bonus.

Deep Learning 40

Deep Learning Programming Language Algorithm Data Science 40

ProjectPro

JUNE 6, 2025

Recommended Reading: Data Scientist Salary-The Ultimate Guide for 2021 Data Analyst Data Analysts are responsible for collecting massive amounts of data, preparing, transforming, managing, processing, and visualizing the data for business growth. Understanding of various machine learning algorithms.

Data Science 56

Data Science Data Mining Data Architect BI 56

Pinterest Engineering

FEBRUARY 23, 2023

In 2021, a group of client networking enthusiasts at Pinterest started thinking about adopting HTTP/3 (fka QUIC) for Pinterest, from traffic/CDN to client apps. Experimenting with various congestion control algorithms. Most importantly, faster and more reliable networking improves Pinners’ experience and business metrics.

Bytes 144

Bytes Software Engineering Software Engineer Media 144

Robinhood

NOVEMBER 29, 2023

We also use a number of security tools to protect customers’ accounts including two-factor authentication, encryption, BCrypt hashing algorithm for password storage, and more. billion during 2020–2021.” 2, 2021), at 1, available at [link] or [link]. People can connect with our team of dedicated customer service agents 24/7.

Retail 99

Retail Portfolio Finance Insurance 99

Netflix Tech

NOVEMBER 29, 2023

Details pertaining to HDR-VMAF exceed the scope of this article and will be covered in a future blog post; for now, suffice it to say that the first version of HDR-VMAF landed internally in 2021 and we have been improving the metric ever since. The arrival of HDR-VMAF allowed us to create HDR streams with DO applied, i.e., HDR-DO encodes.

Electronics 108

Electronics Metadata Software Engineer Algorithm 108

ProjectPro

NOVEMBER 8, 2021

billion by the end of 2021, growing at a CAGR of 7.3% With the advancement in artificial intelligence and machine learning and the improvement in deep learning and neural networks, Computer vision algorithms can process massive volumes of visual data. to reach $20.05 billion by 2028. These points are invariant to scale and orientation.

Algorithm 52

Algorithm Medical Datasets Python 52

ProjectPro

JUNE 6, 2025

Table of Contents 10 Machine Learning Projects in Retail for Practice in 2021 10 Machine Learning Projects in Retail for Practice in 2021 Here is a list of 10 machine learning project examples in retail that will help you begin your machine learning career. The algorithm assigns each data point to the closest centroid.

Retail 40

Retail Machine Learning Project Algorithm 40

ProjectPro

JUNE 6, 2025

Recommended Reading: Top 30 Machine Learning Projects Ideas for Beginners in 2021 Fun Web Scraping Projects for Final Year Students Many final-year students look for cool projects based on web scraping for their applied courses. They allow easy access to websites and parsing of HTML pages.

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Project Programming Language Entertainment Machine Learning 45

ProjectPro

JUNE 6, 2025

Furthermore, solving difficult problems in data science not only prepares you for the future but also teaches you the latest tools, techniques, algorithms and packages that have been introduced in the industry. And to decide which individual or firm should be allowed to lend money or not, banks use credit scoring algorithms.

Data Science 40

Data Science Medical Machine Learning Algorithm 40

ProjectPro

JUNE 6, 2025

On the other hand, the US Bureau of Labor Statistics has estimated that employment for software developers, quality assurance analysts , and testers is expected to grow by 25% from 2021 to 2031. Data Science involves leveraging machine learning algorithms, deep learning algorithms, Natural Language Processing methods, etc.

Software Engineering 52

Software Engineering Software Engineer Engineering Programming Language 52

ProjectPro

JUNE 6, 2025

Twitter Trends Analysis On COVID-19 Vaccinations This project aims to extract data from tweets about the COVID vaccine (between January and April 2021), where opinions are very unstructured, diverse, supportive, critical, or neutral and find factors that influence people’s sentiments.

Healthcare 40

Healthcare Portfolio Project Hospitality 40

ProjectPro

JUNE 6, 2025

The ashes of this pandemic crisis have strengthened the data science job market making it the second-best job in America for 2021. Growth stops when learning stops and there are a lot of new machine learning algorithms coming up. Last year GPT3 came, which is one of the most interesting algorithms.

Data Science 52

Data Science Telecommunication Algorithm Machine Learning 52