Traffic Forecasting with Python: LSTM & Graph Neural Network



Published 11/2024
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 1h 8m | Size: 244 MB

Python-driven traffic forecasting with Keras: LSTM and Graph Convolutional Networks for spatiotemporal data modeling


What you'll learn
Understand and analyze real-world traffic data using Python.
Implement and apply Graph Convolutional Networks (GCNs) for traffic data.
Combine LSTM networks with GCNs for time series forecasting.
Preprocess and normalize large datasets for machine learning.
Build, train, and evaluate predictive models using TensorFlow and Keras.
Visualize and interpret model results for traffic prediction.
Requirements
Basic proficiency in Python programming.
Access to a computer with an internet connection for coding and data analysis.
Description
This course offers an in-depth journey into the world of advanced time series forecasting, specifically tailored for traffic data analysis using Python. Throughout the course, learners will engage with the PeMSD7 dataset, a real-world traffic speed dataset, to develop predictive models that can forecast traffic conditions with high accuracy. The course focuses on integrating Long Short-Term Memory (LSTM) networks with Graph Convolutional Networks (GCNs), enabling learners to understand and apply cutting-edge techniques in spatiotemporal data analysis.Key topics include data preprocessing, feature engineering, model building, and evaluation, with hands-on coding in Python to solidify understanding. Learners will also gain practical experience in using popular libraries such as TensorFlow and Keras for deep learning applications.This course is ideal for those looking to advance their careers in data science, machine learning, or AI-driven industries. The practical skills acquired will be highly valuable for roles in smart city planning, transportation analysis, and any field that relies on predictive modeling. By the end of the course, learners will not only have a strong grasp of advanced forecasting techniques but will also be well-prepared for job opportunities in data science and related fields, where they can contribute to innovative solutions in traffic management and urban development.
Who this course is for
Data scientists and machine learning engineers interested in time series forecasting.
Python programmers looking to enhance their skills in deep learning and graph-based models.
Researchers and students in the fields of transportation, urban planning, or smart cities.
Professionals working with traffic data or other spatiotemporal datasets.
AI enthusiasts seeking to understand and implement advanced neural network architectures like LSTM and graph convolutional networks.
Individuals with a background in data analysis who want to apply machine learning to real-world datasets.
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Trading Meme Coins: How To Find Meme Coins Early



Published 11/2024
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 1h 11m | Size: 1.36 GB

How to Spot, Trade, and Launch Meme Coins Early: Learn Key Strategies for Success, Risk Management, and Avoiding Scams


What you'll learn
Identify Promising Solana Meme Coins: Learn how to spot early-stage meme coins on Solana and evaluate their potential for growth.
Understand Market Sentiment: Analyze social media and community trends to assess meme coin potential and market momentum.
Develop Trading Strategies: Create short-term and long-term trading strategies tailored to meme coins on Solana's fast blockchain.
Master Risk Management: Learn risk management techniques and develop exit strategies to maximize profits or minimize losses in volatile meme coin markets.
Requirements
Basic Understanding of Cryptocurrency: Familiarity with general crypto concepts and terms like wallets, exchanges, and tokens.
No Advanced Experience Required: Whether you're a beginner or have some trading experience, this course is suitable for all levels.
Desire to Learn and Experiment: An open mind and a willingness to test new strategies in the meme coin market.
Description
Are you ready to dive into the high-risk, high-reward world of meme coins? This course will teach you everything you need to know to discover, trade, and even launch your own meme coins. Whether you're a beginner or a more experienced trader looking to refine your strategies, this course has something for everyone.Here's what you'll learn:Spotting the Next Big Meme CoinLearn how to identify promising meme coins early by analyzing trends, social media buzz, and market sentiment.Launch Your Own Meme CoinFollow a step-by-step guide on how to create and launch your own meme coin, with insights into potential scams and the ease of this process.Advanced Trading TechniquesMaster tools and strategies like RSI, Fibonacci retracements, support and resistance levels to time your entries and exits effectively.Identifying ScamsUse advanced tools like Photon to detect scam coins, avoiding potential losses by evaluating top holders, bot activity, and suspicious wallet behavior.Risk and Reward ManagementLearn to manage your risk, calculate the right risk-to-reward ratio, and navigate the volatile meme coin market smartly.By the end of the course, you'll have the skills and confidence to trade meme coins and explore the market safely and profitably.
Who this course is for
This course is designed for cryptocurrency traders and investors interested in discovering and trading meme coins. Whether you're new to crypto or have some experience, you'll learn how to spot promising meme coins early and navigate this exciting market. If you're curious about how meme coins can fit into your portfolio and want to stay ahead of trends, this course will provide the tools and strategies you need to succeed in this dynamic space.
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Teradata: A Comprehensive Guide to Advanced Data Warehousing



Published 11/2024
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 5h 57m | Size: 2.23 GB

Unlock the power of Teradata for enterprise-level data management and analytics with this all-inclusive course!


What you'll learn
The fundamentals and advantages of Teradata.
Teradata architecture, including SMP and MPP systems.
Primary and Secondary Index mechanics for efficient data access.
Advanced topics like hashing techniques, data protection, and locking mechanisms.
RAID technology, BYNET functionality, and fallback strategies.
How to optimize data warehousing with Teradata's features.
Requirements
Basic knowledge of database concepts. Familiarity with SQL is helpful but not mandatory. A passion for learning enterprise-level data warehousing solutions.
Description
Course Introduction:Teradata is a leading data warehousing solution trusted by enterprises for its scalability, reliability, and performance. This course equips students with a deep understanding of Teradata's architecture, functionalities, and features. From its fundamental principles to advanced concepts like hashing techniques, indexing, and data protection, this course is tailored for aspiring data professionals. Whether you are starting out or want to sharpen your skills, this course is the perfect gateway to mastering Teradata.Section 1: Getting Started with TeradataThis section serves as an introduction to Teradata, providing an overview of its features and its role in data warehousing. Students will gain foundational knowledge about the platform and understand how it fits into the broader data ecosystem.Section 2: Core Concepts of TeradataExplore the advantages of Teradata, its unique capabilities, and its core components like the Access Module Processor and Virtual Storage. This section lays the groundwork for understanding Teradata's powerful data management abilities.Section 3: Deep Dive into Teradata ArchitectureThis extensive section covers Teradata's architectural features and objects in detail, including MPP (Massively Parallel Processing) systems, database hierarchies, primary index mechanics, and hashing techniques. Students will also learn about space allocation and management, providing a comprehensive understanding of Teradata's internal workings.Section 4: Advanced Indexing MechanismsDiscover the functionality and differences between Unique and Non-Unique Secondary Indexes. This section also explores full table scans, emphasizing how indexing can optimize data access and retrieval.Section 5: System Architecture OverviewLearn about the system architecture of Teradata, including SMP (Symmetric Multiprocessing) and MPP systems. This section delves into the backbone of Teradata's performance and scalability.Section 6: Systems and BYNET TechnologyUnderstand the role of BYNET, a high-speed interconnect used in Teradata systems, and its integration into the overall architecture. This section explains how Teradata achieves efficient communication across components.Section 7: Data Protection and ReliabilityThis section focuses on Teradata's data protection mechanisms, including RAID technology, fallback solutions, and cliques. Students will understand how Teradata ensures data reliability and fault tolerance.Section 8: Clusters, Fallbacks, and Locking MechanismsExplore Teradata's advanced features for data redundancy and concurrency control. Topics like fallback clusters and locking strategies are discussed to ensure seamless database operations in multi-user environments.Conclusion:This course equips you with the expertise to leverage Teradata's capabilities for enterprise-level data warehousing and analytics. By mastering its architecture, indexing strategies, and data protection mechanisms, you will be well-prepared to tackle real-world challenges in data management.
Who this course is for
Database administrators and data professionals seeking to expand their skill set.
IT professionals exploring enterprise-level data warehousing solutions.
Students or beginners eager to learn data warehousing with Teradata.
Anyone interested in optimizing large-scale data storage and retrieval systems.
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Surf the marketing for videogames



Published 11/2024
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 2h 32m | Size: 2.5 GB

Sell your game with the power of marketing


What you'll learn
Build your videogame brand
Search for competitors
Pitch your idea
Write your Steam page
Requirements
No previous experience required
Description
Ever wonder how some games take off like Among Us and others disappear like your homework in middle school? Welcome to Marketing Basics for Video Games, the only course you'll need to avoid being the next flop no one plays (or worse.reviews). Perfect for indie devs, small studios, or anyone looking to market their game like a pro, this course will teach you how to turn your idea into a cultural phenomenon-or at least something people actually download.What You'll Learn:What is Marketing and Why Should You Care?Marketing basics.explained in non-boring human language.Why shouting "Buy my game!" on Twitter isn't a strategy (spoiler: it doesn't work).Gaming-Specific Marketing 101:Learn how to market your game-not just another generic title.What's trending now and how to ride the marketing wave without drowning.Branding: Don't Skip This (Seriously, Don't):Why your game needs a personality-because a boring game is a dead game.How to create values for your studio without sounding like a corporate HR manual.Writing Words That People Actually Read:Learn to write content that players don't scroll past.Blogs, tweets, or TikToks? Where should you be lurking to reach your players?How to Pitch Like a Rockstar:Master the art of making publishers, influencers, and players say, "Shut up and take my money!"Watch and learn from trailer breakdowns of hits like Gloomwood and Hitman 3 (because who doesn't love a good trailer?).Influencers and Blogs: Should You Bother? (Hint: Yes):How to get your game in front of the people who make or break it (cough influencers).Turning reviews from "meh" to "OMG this is amazing."Your Website Doesn't Have to Suck:Make a site that looks like you care (even if you're running on ramen money).We'll analyze gaming websites (Undertale, Hitman 3) and teach you how to copy the good stuff.Practical Exercises: AKA Do the Thing:Roll up your sleeves and actually do marketing. We'll hold your hand. (Metaphorically.)Leave with a game plan you can take to your team, your cat, or whoever is running your indie studio.Who This Course is For:Game devs who don't want to spend years on a game just for nobody to notice it.Indie studios ready to market their games without selling their souls.People who just want to learn how to not suck at promoting stuff.The Ultimate Goal: You'll leave this course knowing how to craft a marketing strategy that works. Whether you're going viral for your creative genius or because you cleverly leaned into chaos (hi, Goat Simulator), your software house will have the tools to thrive. Get ready to go from "Who?" to "Whoa!" in no time.P.S. Marketing is your new side quest. Let's make it fun.
Who this course is for
Understand marketing basics applied to videogames
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Strategies for Enhanced Focus and Performance



Published 11/2024
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 3h 23m | Size: 2.3 GB

Increase Your Concentration and Focus, Become a Master of Mindfulness and Time Management


What you'll learn
How to become a master of time management
Strengthen your focus
How to create the habits you desire
How to break from the chains of distractions
How to enhance your self-awareness and the capability to self-regulate
How to maintain the focus
Requirements
No prior experience is needed
Description
Mindfulness is an excellent technique that enables the practitioners rapid personal growth and improvement. Practicing DBT and Mindfulness helps developing positive and constructive view of the world while improving mental health and the level of focus. It also help you to stay grounded and make wise decisions during times of pressure, crisis and stress. Practicing various techniques will raise the level of your focus, as well as self-awareness on a day-to-day basis and begin developing a mindfully contemplative life. Also, being self-aware and mindfull helps people in making right career choices as well as business decisions. You will also learn how to Eliminate Distractions and minimize Multitasking as well as how to develop a strong sense of discipline and focus. Also, after taking this course you will significantly improve the level of your focus by applying a whole set of great strategies, and you will also understand the various mechanism that are driving focus as well as learning exactly why and how we lose our focus and get distracted so easily. Furthermore, we will go through many mindfulness and focus exercises for developing and sharpening the level of your focus and examine just how stress and anxiety can affect your focus.
Who this course is for
People interested in Personal Development
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Story Writing: The Creative Process



Published 11/2024
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 1h 38m | Size: 1.4 GB

The writing, editing, and publishing process of creative writing


What you'll learn
Develop rich plots
Accurately and thoroughly edit and review writing
Create dynamic, relatable characters
Understand the publishing process
Know how to design an attractive book cover
Requirements
Proficient English reading and writing skills
Access to Word, Google Docs, Pages, or a notebook
Description
Do you want to write fiction that is sophisticated, compelling, and dynamic?Do you want to find more inspiration in your creative writing?Do you want to master the tools that every great writer knows and uses to craft their novels and short stories?This course is for you!Whether you want to write novels, short stories, memoirs or fiction, this course will help you master the whole writing, publishing and marketing process:CharactersPlotEditingCover creationPublishingMarketingBy the end of this course, you will be able to: Create complex, realistic characters who will jump right off the pageWrite vibrant, riveting dialogue that will breathe life into your scenesCompose intricate, scintillating prose that will pull readers in from the first wordUsing a variety of narrative styles to spice up your writing and enhance your storiesConstruct vivid, memorable settings that will shape the world of your storyStructure masterful, gripping plots that will hook readers and keep them turning pagesTaught by the four-time published author and communications specialist, Abigail Banda, your knowledge will stem directly from her experiences while writing, editing, and publishing. She has over fifteen years of experience with creative writing and two years of experience working with publishers and self-publishing. This hands-on course will prepare you for the creative industry by providing tools to develop, write, and edit a rich plot, create diverse characters, design book covers and receive one-of-a-kind marketing advice.
Who this course is for
Anyone interested in writing a book or story
Beginner authors wishing to understand industry standards for publishing
Writers who want to be able to proofread and edit their own work
Those who find writing fun and want to enter the writing, editing or publishing industry
Writers and authors searching for career advancements
Writers struggling with writer's block
Writers struggling with character and plot organization
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Solo Body - Somatic Pathways And Mindfulness In Movement



Published 11/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz
Language: English | Size: 1.18 GB | Duration: 1h 10m

Learn Creative Improvising, Contemporary Floorwork and more for dance!


What you'll learn
Move what's in you! Creative Dance Improvising
Bartenieff Fundamentals - Learn our bodies inherant pathways
Learn Contemporary Dance Floowork
Learn to access creativity, flow and somatic embodiment tools
Learn the standing meditation of mindfulness in body reflexes
Requirements
No previous experience is required. Some movement or dance background is helpful.
Please wear "contact clothing" - tshirt or long sleeve shirt and gym type pants.
A wood or softer tile floor space that's 10 x 10 feet and dance knee pads are recommended.
Description
In SOLO BODY (10 Lessons) we move what's in you. Learn the foundational pathways of movement that translate into Contact Improvisation. These are the primary movements that are inherant in our bodies. We cover Bartenieff Fundamentals, Contemporary Floorwork, Falling, The Small Dance, Creative Improvising, Somatic Exercises and more. This course is Part 1 and complimentary to "Contact Improvisation Fundamentals Partnerwork" - search for it on Udemy to continue your dance journey with us! Lessons are self-paced and instant access, for you to learn and practice online at home.Contact Body has been shared online since 2019. Created during the pandemic when we "couldn't touch" this was our response to keep on dancing! It has sold to dancers, non-dancers, and movement practitioners worldwide, in Asia, Australia, United States and more. We are happy to bring this course now to this platform.About the FacilitatorJoin us for this unique approach by dance teacher Aalia Hashem. A dancer for over 20 years, she has studied with over 50 contact improvisation teachers worldwide and has been teaching since 2019 in Bali, Thailand, Georgia and Canada. Aalia is the creator of Momentum Contact Workshop, Momentum Contact Facilitator Training, Faces of Ci Podcast and Fortune Score Oracle Game. She has taught at Bali Dance Festival, Bali Bloom Festival, Towards Contact Festival, and Georgia Silent Contact Festival. Frequently Asked Questions"I have no dance experience. Is this right for me?"Yes! This course has been designed for and taken by, ABSOLUTE BEGINNERS. Students arrive with a wide variety of movement backgrounds, some without any formal dance training at all. They may have their own complementary practices they can draw upon, such as martial arts, somatic therapy, meditation or yoga.What do I need to begin learning this online?Space wise, look for an area least 10 x 10 feet. Ideally wood floors are best for sliding. Some contact dancers dance in grassy parks, their backyard, kitchen or kid's padded puzzle mats, as this makes for a nice landing pad as well. Please avoid dancing on concrete for safety. Clothing wise, we recommend longer sleeve shirts or tshirts in cotton, and sweatpants or leggings. Loose light layers are perfect! Other than that, bring your energy, an open mind, a good WIFI connection and water bottle.How much time should I set aside?Our courses include teachings, instructions, meditations, warm ups, and dance exercises. With all lessons we recommend watching it once through to see the demonstration for visuals, and then re-watching at least once again, to practice on your own while listening to the audio guidance. Since each lesson is short, you can get through a few lessons in a sitting, or in a single day if you have the time dedicated.SOLO BODY is approximately 1.5 hours of lessons. Allow minimum 2.5 hours with practice.TWO BODIES is 2 hours of lessons. Allow minimum 4 hours with practice.
Overview
Section 1: Introduction
Lecture 1 Introduction
Lecture 2 Solo Body - Bartenieff Fundamentals
Lecture 3 Solo Body - Developmental Movement Pathways
Lecture 4 Solo Body - Floorwork and Spirals
Lecture 5 Solo Body - Creative Improvising
Lecture 6 Solo Body - Falling
Lecture 7 The Small Dance Meditation
Lecture 8 Somatic Cool Down
Lecture 9 Journal - Dance Writing Reflection
Lecture 10 Thank you - Final Class!
Our students come from all backgrounds: dancers, fitness, psychologists, coaches, feminine embodiement, circus arts, martial arts and more.,Beginners welcome
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Salesforce Essential Training (2024)



Released: 11/2024
Duration: 1h 57m | .MP4 1280x720, 30 fps® | AAC, 48000 Hz, 2ch | 257 MB
Level: Beginner | Genre: eLearning | Language: English


If you work in sales or are looking for a job in sales, marketing, or account management, chances are you need to know Salesforce. It's the world's leading customer relationship management (CRM) tools, and it works for organizations large and small. In this course, join instructor Jamie Grettum as she focuses on how to use Salesforce effectively in a sales environment. Jamie covers key topics such as managing existing customers, tracking and converting leads, managing a sales pipeline of potential customers, and using the built-in features of Salesforce to analyze sales data and reporting. An ideal fit for anyone looking to get up and running quickly with Salesforce, this course covers the essentials of one of most in-demand CRMs on the market.
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Presenting to Executives - A Recipe for Success



Published 11/2024
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 42m | Size: 308 MB

A recipe for effective and efficient presentations to Executives


What you'll learn
Differentiate an Executive from a senior manager and what this means in practice
Understand how an Executive's role influences the approach toward decision making
Identify the main success criteria for effective and efficient presentations to Executives
Know key tactics that help with conveying messages and obtaining approvals
Requirements
None, other than a keen interest in this topic
Description
Presentations to Executives can be frustrating - often-times the presenters feel misunderstood and fail to obtain the support or mandates they seek, despite thorough preparation. And the same presentations often have worked with senior managers - why don't Executives "get it"? And similarly, Executives get frustrated as well - they want to support and approve, but feel that they don't receive the information they need. What is going wrong?The key to success is understanding how Executives differ from senior managers. The wider span of control, accountability for areas outside of the Executive's own core expertise, and the big impact of executive decisions combine into a different set of requirements from those of senior managers, who usually are in charge of areas that they know well. And in addition, executives typically live in a high-paced, stressful working environment that requires constant domain changes.To get what you need from Executives, you need to meet them where they are. Luckily, there is a recipe for clear, concise and focused messaging addressing this requirement. In this course, we will work through this recipe in a similarly concise format. Less is more - all you need is an understanding of the "typical" Executive mindset, and some simple rules and tactics to match your presentation style to that mindset.It's not rocket science, but success requires deliberate focus - and this concise course provides a simple yet proven-to-be-effective approach.
Who this course is for
Both individual contributors and managers who want to improve their success rate in Executive presentations
Executives looking for guidance on how to steer their staff toward more effective presentations
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Polished Corporate Makeup: A step by step guide



Published 11/2024
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 2h 38m | Size: 2.2 GB

Polished Corporate Makeup: Master the Art of Professional Elegance with Effortless Techniques for Every Workday


What you'll learn
Learn to create polished corporate makeup looks, from foundation to eyeshadow, ensuring a professional appearance suitable for workplace settings.
Discover time-saving makeup techniques that provide long-lasting results, perfect for busy professionals who need quick yet effective makeup routines.
Understand how to choose makeup products that complement your skin type and tone, enhancing your natural features while maintaining a professional look.
Develop the confidence to apply a complete corporate makeup look that enhances your appearance, ensuring professionalism in any work environment.
Understand how to create a balanced and sophisticated makeup look that aligns with corporate beauty standards and enhances your overall professional image.
Requirements
This course is designed for beginners, so no prior makeup knowledge or experience is required. All you need is a willingness to learn and practice corporate makeup techniques. It's helpful to have basic makeup tools and products on hand to follow along with the demonstrations. An interest in enhancing your professional image through makeup will also benefit your learning experience.
Description
Welcome to "Polished Corporate Makeup: A Step-by-Step Guide," a transformative course designed for women who want to master the art of professional makeup application. In today's competitive workplace, first impressions matter, and the right makeup can enhance your confidence and professional image. This course provides you with the tools, techniques, and knowledge to create a polished look suitable for any corporate environment.Course Highlights:Understanding Corporate Makeup Essentials: Learn about the significance of makeup in a professional setting and how it influences perceptions of competence and trustworthiness. Discover the psychological aspects of makeup, including the "beauty premium" and how it affects professional interactions.Skincare Prep: Begin with a strong foundation by understanding the importance of skincare before makeup application. Explore essential skincare steps to prepare your skin, focusing on cleansing, toning, and moisturizing to create a smooth canvas for makeup. You'll also learn about specific products to use based on skin types.Flawless Foundation Application: Master the techniques for achieving a flawless base. You'll learn how to choose the right foundation for your skin type, how to apply it seamlessly for a natural finish, and tips for touch-ups throughout the day.Subtle Eye Makeup Techniques: Delve into eyeshadow application with a focus on neutral tones that enhance your features. Learn how to create a soft and professional eye look using blending techniques, color choices, and the strategic use of eyeliner and mascara for added definition without being overpowering.Perfecting the Lips: Explore how to choose the right lip color that complements your look while maintaining a professional appearance. Discover application techniques that ensure longevity throughout your workday.Time-Saving Tips for Busy Professionals: Gain insights into efficient makeup application methods that fit into your busy schedule. Learn how to streamline your routine while still achieving a polished look that lasts from morning meetings to after-work events.Practical Applications: Each lesson includes hands-on tutorials and practical exercises, allowing you to practice what you learn in real-time. You'll have opportunities to receive feedback, ask questions, and share your progress with peers.By the end of this course, you'll be equipped with the skills and confidence to create a polished corporate makeup look tailored to your style and workplace culture. Whether you're preparing for an important presentation, a networking event, or your daily office routine, this course will empower you to present your best self every day.Join us on this journey to elevate your makeup skills and enhance your professional image, ensuring you leave a lasting impression wherever you go!
Who this course is for
This course is ideal for professionals, including corporate employees, job seekers, and anyone looking to enhance their makeup skills for the workplace. Whether you're a beginner wanting to learn the fundamentals or someone looking to refine your existing techniques, this course will equip you with the knowledge and skills to achieve a polished corporate look. It's perfect for individuals aiming to boost their confidence and present themselves professionally in any work setting.
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