Lyft Engineering

APRIL 3, 2023

This blog post focuses on the scope and the goals of the recommendation system, and explores some of the most recent changes the Rider team has made to better serve Lyft’s riders. Introduction: Scope of the Recommendation System The recommendation system covers user experiences throughout the ride journey.

Systems 90

Systems Pipeline-centric Machine Learning Transportation 90

ProjectPro

JUNE 6, 2025

It covers tools, frameworks, agent creation, and advanced concepts like reinforcement learning, multi-agent systems, and ethical AI. For example, a hotel booking website recently introduced AI travel agents to chat with customers in 15 languages. Additionally, it has all the relevant project ideas to help you master Agentic AI.

Deep Learning 80

Deep Learning Algorithm Machine Learning Banking 80

ProjectPro

JUNE 6, 2025

Content Recommendation System The goal is to use AI and ML with AWS to recommend content to end-users based on their history. Almost all streaming apps, such as Netflix or Amazon Prime, have content recommendation systems. This type of recommendation system is used by companies like Amazon and Shopify.

AWS 60

AWS Project Food Cloud Computing 60

ProjectPro

JUNE 6, 2025

Project Idea: Analyse the customer behaviour dataset of Expedia (a hotel booking website) and perform various feature engineering methods over it to visualise the patterns in the dataset. Apply machine learning and deep learning algorithms over the dataset to make the system learn the facial features of all the employees.

Business Intelligence 69

Business Intelligence Coding Project BI 69

ProjectPro

JUNE 6, 2025

Resources for NLP Training NLP Projects for Practice to Become an NLP Engineer Tips to Crack NLP Engineer Job Interview Build your NLP Portfolio with ProjectPro! By integrating linguistic insights, NLP engineers enhance the accuracy and naturalness of language processing systems. FAQs What does an NLP Engineer do?

Engineering 40

Engineering Portfolio Deep Learning Algorithm 40

ProjectPro

JUNE 6, 2025

Build your Data Engineer Portfolio with ProjectPro! This is a fictitious pipeline network system called SmartPipeNet, a network of sensors with a back-office control system that can monitor pipeline flow and react to events along various branches to give production feedback, detect and reactively reduce loss, and avoid accidents.

Data Engineering 59

Data Engineering Data Engineer Project Engineering 59

ProjectPro

JUNE 6, 2025

The goal is to build a system to evaluate how effectively the sprinkler is wetting the grass. Project Idea-2: Recommender System Machine Learning Project for Beginners-1 This project will introduce the basics of recommender systems. Watch this video on the Face Recognition system in Python to learn more about this project.

Data Science 52

Data Science Python Programming Language Deep Learning 52

ProjectPro

JUNE 6, 2025

The CrewAI project landscape consists of a wide range of applications, from simple task automation to complex decision-making systems. The CrewAI framework offers a unique approach to building agentic AI systems by allowing multiple specialized agents to work together, mimicking human team dynamics.

Project 70

Project Building Recruitment Media 70

ProjectPro

JUNE 6, 2025

3) Machine Learning Engineer vs Data Scientist 4) How to Become a Machine Learning Engineer-Learn Machine Learning Skills 5) Build a Machine Learning Portfolio 6) Find the Best Machine Learning Jobs 7) Ace Your Machine Learning Interview How to become a machine learning engineer without a degree? Learn the fundamentals of machine learning.

Machine Learning 67

Machine Learning Engineering Programming Language Portfolio 67

ProjectPro

JUNE 6, 2025

The most popular advancements in machine learning are applications of deep learning — self-driving cars, facial recognition systems, and object detection systems. Facial Recognition Application A human facial recognition application is an interesting deep learning project to add to your portfolio.

Deep Learning 59

Deep Learning Coding Project Portfolio 59

ProjectPro

JUNE 6, 2025

It is a computer vision problem that is used extensively in public healthcare systems. ML Project for Image Segmentation using Masked R-CNN You will build a machine learning model to detect fire in images to set up an early fire detection system in public places. Medical Image Segmentation Project with Guided Videos and Source Code 3.

Portfolio 40

Portfolio Project Insurance Banking 40

ProjectPro

JUNE 6, 2025

Data & Integration for Connecting External Sources To make your agentic applications truly powerful, you’ll need to connect them to external systems and data sources. external_apis : You can connect third-party APIs, allowing your agents to interact with tools like CRM systems or cloud platforms.

Project 45

Project Building Media Medical 45

ProjectPro

JUNE 6, 2025

These simple IoT projects are exciting and worth adding to your portfolio. 1) Remote Health Monitoring System for COVID-19 Patients – IoT in Healthcare Problem: Our world today is fighting against a global enemy, Coronavirus disease (Covid-19). And this IoT-based health monitoring system aims to provide an affordable solution.

Project 72

Project Healthcare Medical Hospitality 72

ProjectPro

JUNE 6, 2025

For those who want to have a quick revision, you may refer to this free book, Mathematics for Machine Learning, by Marc Peter Deisenroth, A. This project aims to build a system to identify handwritten digits if presented with their images. Once you do that, create a data science portfolio that highlights all the projects you worked on.

Deep Learning 40

Deep Learning Programming Language Data Science Algorithm 40

ProjectPro

JUNE 6, 2025

Data modelers are highly in demand for building effective data modeling solutions by analyzing enterprise data and managing efficient database systems. They also develop and manage data systems and maintain data maps and relevant diagrams for data systems.

NoSQL 40

NoSQL ETL Tools Certification SQL 40

ProjectPro

JUNE 6, 2025

It is important to note that while certifications are valuable, having a good balance of skills, hands-on experience, and a strong project portfolio is essential to be successful. You will leverage the Databricks local file system (DFS) and the Azure Data Factory (ADF) copy pipeline for the extraction step.

Certification 45

Certification Google Cloud Data Lake SQL 45

ProjectPro

JUNE 6, 2025

Big data engineers leverage big data tools and technologies to process and engineer massive data sets or data stored in data storage systems like databases and data lakes. Various YouTube tutorials and books provide insightful content that is entirely free and can be emulated as per your schedule. SQL has several dialects.

Big Data 45

Big Data Big Data Skills Scala Hadoop 45

ProjectPro

JUNE 6, 2025

AWS Machine Learning- Specialty Wondering how to validate your expertise in building and managing ML systems and workloads on the AWS cloud? Gain practical experience solving real-world ML production system challenges. Read this book to learn how to implement these skills in real production environments using AWS, Azure, or GCP.

Certification 53

Certification Google Cloud AWS Machine Learning 53

ProjectPro

JUNE 6, 2025

Get Access To Industry-level End-to-End Solved Data Science Projects in Python 15 Awesome FastAPI Projects For Data Scientists From building a movie recommendation API to a book library API and even a voice assistant API, this section will cover various FastAPI project ideas that showcase the power and versatility of FastAPI.

Project 45

Project MongoDB Machine Learning Datasets 45

Knowledge Hut

DECEMBER 22, 2023

It is comprised of seven areas of competenc y, all under the heading of Business Agility: Enterprise Solution Delivery Agile Product Delivery Team and Technical Agility Lean-Agile Leadership Continuous Learning Culture Organizational Agility Lean Portfolio Management Exam & Certification Details According to Scaled Agile Inc. ,

Certification 98

Certification Portfolio Education Programming 98

Knowledge Hut

JANUARY 10, 2024

To help you on your certification journey, we have curated a list of the top 10 CBAP books that will fast-track your preparation and increase your chances of success. These books cover a wide range of topics, from the core concepts of business analysis to specific techniques and methodologies. What is CBAP?

Certification 52

Certification Consulting Business Analyst Manufacturing 52

Snowflake

OCTOBER 3, 2024

I have the privilege of hearing about these success stories often in my conversations with customers, and now, we’re spotlighting these wins on a larger scale in our new book, Secrets of Gen AI Success. Yet Snowflake customers are finding ways to overcome common roadblocks and unleash the potential of AI across their businesses.

Electronics 92

Electronics BI Portfolio Finance 92

Knowledge Hut

APRIL 16, 2024

empowers enterprises to - Check the plans more quickly (Lean Startup cycle + Lean User experience) Enable fastest delivery (Scalable DevOps + Continuous Delivery pipeline) Simplify governance and improve portfolio performance (Lean Portfolio management + Lean budgets) Why is SAFe® crucial for the organizations?

Certification 98

Certification Consulting Portfolio Programming 98

Snowflake

MAY 3, 2023

From booking a sales order (often on credit) to fulfilling that order, billing the customer, and finally managing accounts receivable for customer payments is often a complex process that spans across multiple functions, teams, and systems. But to do this, ABB needed to gather data that was scattered in 37 SAP systems across the globe.

Manufacturing 103

Manufacturing Portfolio Finance Data 103

Knowledge Hut

DECEMBER 5, 2023

If you have a passion for information technology (IT) and dream of turning it into a fulfilling career, ponder the path of a systems engineer. Join us on a detailed exploration of who can pursue a career as a systems engineer and the steps to become one in the year 2024. Who is a System Engineer, and What Do They Do?

Systems 52

Systems Engineering Recruitment Electronics 52

Data Engineering Podcast

JUNE 1, 2020

What used to be entirely managed by the database engine is now a composition of multiple systems that need to be properly configured to work in concert. If you hand a book to a new data engineer, what wisdom would you add to it? If you hand a book to a new data engineer, what wisdom would you add to it?

Data Lake 100

Data Lake Database Building Lambda Architecture 100

ProjectPro

JUNE 6, 2025

For example, Amazon Redshift can load static data to Spark and process it before sending it to downstream systems. In other words, developers and system administrators can focus their efforts on developing more innovative applications instead of learning, implementing, and maintaining different frameworks. pre-computed models).

Architecture 45

Architecture Kafka Java Scala 45

ProjectPro

JUNE 6, 2025

If you could understand them, it would mean you will get the chance of booking your tickets near your travel date. Project Idea: You can build a system that collects the prices of a product from different eCommerce websites and prepares a list of them. One has to pre-plan well in advance to avail of lower prices for aeroplane tickets.

Project 45

Project Programming Language Entertainment Python 45

ProjectPro

JUNE 6, 2025

These AI system examples will have varying levels of difficulty as a beginner, intermediate, and advanced. Object Detection System Data Scientists who are just starting their careers can develop skills in the field of computer vision with this project. For example, suppose an image contains a picture of you working on a laptop.

Project 98

Project Datasets Deep Learning Python 98

ProjectPro

JUNE 6, 2025

Source Code: Covid-19 Data Querying Using Python and AWS Services Used: AWS S3, Amazon Lambda, Amazon Aurora, AWS Glue, Amazon Athena, Quicksight, AWS CDK 9) Movie Recommendation Engine A movie recommendation engine is a system that suggests films to users based on their preferences and behavior.

Cloud Computing 40

Cloud Computing Cloud Project Google Cloud 40

Data Engineering Podcast

MAY 25, 2020

If you hand a book to a new data engineer, what wisdom would you add to it? You’ll build up your portfolio of machine learning projects and gain hands-on experience in writing machine learning algorithms, deploying models into production, and managing the lifecycle of a deep learning prototype.

Machine Learning 100

Machine Learning Portfolio Deep Learning Data Engineering 100

Knowledge Hut

OCTOBER 27, 2023

System design projects involve creating a plan for a complex system that will meet specific requirements or solve a particular problem. These projects may involve designing software applications, network infrastructures, manufacturing processes, or other complex systems. What is System Design?

Designing 52

Designing Systems Project Software Engineer 52

Knowledge Hut

OCTOBER 27, 2023

Engaging in software engineering projects not only helps sharpen your programming abilities but also enhances your professional portfolio. Furthermore, project-based learning contributes to building a compelling portfolio that demonstrates your expertise and captivates potential employers.

Software Engineer 98

Software Engineer Software Engineering Coding Project 98

Cloudera

OCTOBER 20, 2021

How do institutions protect and optimize their balance sheets and portfolios? Understanding a firm’s exposure to climate risk begins with creating scenarios and gaining better visibility to the impact of a variety of variables on the book of business. Changes in investment portfolios). They need to understand; .

Banking 80

Banking Portfolio Finance Consulting 80

ProjectPro

MAY 20, 2016

With petabytes of digital information surrounding us on any topic under the sun, we often forget the importance of reading a book , to gain in-depth understanding about the latest big data technologies. A popular author Neil Richard MacKinnon Gaiman said- “A book is a dream that you hold in your hand.”

Hadoop 40

Hadoop Big Data Data Ingestion Portfolio 40

ProjectPro

JUNE 6, 2025

Explore different numerical methods like Euler's method or Runge-Kutta methods to simulate and analyze dynamic systems. Portfolio Building: Working on SciPy projects helps you equip yourself with concrete and practical examples of your work that can be showcased in your portfolio.

Data Science 40

Data Science Project Python Datasets 40

ProjectPro

JUNE 6, 2025

In simulations, randomness is often used to mimic uncertain events, making them an essential tool for understanding complex data structures and systems. By working on these projects, you can gain valuable insights, develop your problem-solving skills, and build a strong portfolio in data analysis and related fields.

Python 40

Python Aggregated Data Data Science Data Analysis 40