Real World 5+ Deep Learning Projects Complete Course

0dayhome · Nov 27, 2024

Real World 5+ Deep Learning Projects Complete Course
Published 1/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz
Language: English | Size: 2.70 GB | Duration: 2h 15m

Learn Real World 5+ Deep Learning Projects Complete Course Using Roboflow and Google Colab

What you'll learn

Understand how to integrate Roboflow into the project workflow, leveraging its features for efficient dataset management, augmentation, and optimization for bot

Explore the process of collecting and preprocessing datasets for both facial recognition and emotion detection, ensuring the data is optimized for training a YO

Dive into the annotation process, marking facial features on images for recognition and labeling emotions for detection. Train YOLOv7 models for accurate and ro

Explore the end-to-end training workflow of YOLOv7 using the annotated and preprocessed datasets, adjusting parameters, and monitoring model performance for bot

Requirements

Access to a computer with internet connectivity.

Basic understanding of machine learning and computer vision concepts.

Description

Course Title: Real World 5+ Deep Learning Projects Complete Course Using Roboflow and Google ColabCourse Description:Welcome to the immersive "Learn Facial Recognition And Emotion Detection Using YOLOv7: Course Using Roboflow and Google Colab." In this comprehensive course, you will embark on a journey to master two cutting-edge applications of computer vision: facial recognition and emotion detection. Utilizing the powerful YOLOv7 algorithm and leveraging the capabilities of Roboflow for efficient dataset management, along with Google Colab for cloud-based model training, you will gain hands-on experience in implementing these technologies in real-world scenarios.What You Will Learn:Introduction to Facial Recognition and Emotion Detection:Understand the significance of facial recognition and emotion detection in computer vision applications and their real-world use cases.Setting Up the Project Environment:Learn how to set up the project environment, including the installation of necessary tools and libraries for implementing YOLOv7 for facial recognition and emotion detection.Data Collection and Preprocessing:Explore the process of collecting and preprocessing datasets for both facial recognition and emotion detection, ensuring the data is optimized for training a YOLOv7 model.Annotation of Facial Images and Emotion Labels:Dive into the annotation process, marking facial features on images for recognition and labeling emotions for detection. Train YOLOv7 models for accurate and robust performance.Integration with Roboflow:Understand how to integrate Roboflow into the project workflow, leveraging its features for efficient dataset management, augmentation, and optimization for both facial recognition and emotion detection.Training YOLOv7 Models:Explore the end-to-end training workflow of YOLOv7 using the annotated and preprocessed datasets, adjusting parameters, and monitoring model performance for both applications.Model Evaluation and Fine-Tuning:Learn techniques for evaluating the trained models, fine-tuning parameters for optimal performance, and ensuring robust facial recognition and emotion detection.Deployment of the Models:Understand how to deploy the trained YOLOv7 models for real-world applications, making them ready for integration into diverse scenarios such as security systems or human-computer interaction.Ethical Considerations in Computer Vision:Engage in discussions about ethical considerations in computer vision, focusing on privacy, consent, and responsible use of biometric data in facial recognition and emotion detection.

Overview

Section 1: Introduction To Real World 5+ Deep Learning Projects Complete Course

Lecture 1 Introduction To Brain Tumor Detection Using YOLOv8 Project

Lecture 2 ROBOFLOW ACCOUNT CREATION

Lecture 3 DATASET CREATION FOR BRAIN TUMOR DETECTION

Lecture 4 ANNOTATION AND LABELLING FOR DATASET

Lecture 5 TRAINING DATASET WITH YOLOv8 MODEL

Lecture 6 VALIDATE TRAINED MODEL

Lecture 7 PROJECT EXECUTION IN PYCHARM IDE

Section 2: INTRODUCTION TO EMOTION DETECTION USING YOLOv7 PROJECT

Lecture 8 INTRO TO COURSE

Lecture 9 EMOTION DETECTION CLASS ONE

Lecture 10 DATASET CREATION USING VIDEOS AND IMAGES

Lecture 11 ANNOTATION FOR DATASET

Lecture 12 TRAIN DATASET WITH YOLOV7 MODEL

Lecture 13 VALIDATE TRAINED MODEL

Lecture 14 PROJECT EXECUTION IN PYCHARM IDE

Section 3: INTRODUCTION TO FACE RECOGNITION USING YOLOv7 PROJECT

Lecture 15 INTRO TO PROJECT

Lecture 16 ACCOUNT CREATION

Lecture 17 DATASET CREATION USING VIDEOS AND IMAGES

Lecture 18 ANNOTATION FOR DATASET

Lecture 19 TRAINING THE DATASET WITH YOLOv7 MODEL

Lecture 20 VALIDATE MODEL IN ROBOFLOW

Lecture 21 PROJECT EXECUTION IN PYCHARM IDE

Section 4: INTRODUCTION TO HELMET DETECTION USING YOLOv7 PROJECT

Lecture 22 INTRO TO PROJECT

Lecture 23 ACCOUNT CREATION

Lecture 24 DATASET CREATION FOR HELMET DETECTION

Lecture 25 ANNOTATION FOR DATASET

Lecture 26 TRAINING YOLOV7 MODEL

Lecture 27 VALIDATE MODEL

Lecture 28 PROJECT EXECUTION IN PYCHARM IDE

Section 5: INTRODUCTION TO GOOGLE COLAB

Lecture 29 INTRO TO COURSE

Lecture 30 IMPORT PROJECT IN GOOGLE COLAB

Lecture 31 TRAINING YOLOV7 MODEL IN COLAB

Lecture 32 VALIDATE MODEL IN COLAB

Lecture 33 DOWNLOAD MODEL IN COLAB

Students and professionals in computer vision, artificial intelligence, or human-computer interaction.,Developers interested in mastering YOLOv7 for multiple computer vision applications.

Code:

https://fikper.com/pCz59eSx62/Real.World.5+.Deep.Learning.Projects.Complete.Course.rar.html

Code:

https://fileaxa.com/6dhoi0c5s56g/Real.World.5%2B.Deep.Learning.Projects.Complete.Course.rar

Code:

https://rapidgator.net/file/41c168eeee2efa3157ea974e0b0fcead/Real.World.5_.Deep.Learning.Projects.Complete.Course.rar

Code:

https://turbobit.net/2b8j8cmq8om3/Real.World.5%2B.Deep.Learning.Projects.Complete.Course.rar.html

Real World 5+ Deep Learning Projects Complete Course

Currently reading: Real World 5+ Deep Learning Projects Complete Course

0dayhome

"S'all Good, Man."​

"Perfection Is The Enemy Of Perfectly Adequate."​

"Money Is The Point!"​

"I Travel In Worlds You Can't Even Imagine."​

"Say Nothing, You Understand? Get A Lawyer!"​

“Confidence is good. Facts on your side, better.” ​

“Facts are facts.”​

“Sometimes the good guys win.”​

“I’m not good at building shit, you know? I’m excellent at tearing it down.”​

“Money is not beside the point… Money is the point.”​

“Whoa, whoa. Hold up. What the hell happened to you? I get it, the first rule of Fight Club, right?”​

“A good magician never reveals his secrets.”​

“Got to look successful to be successful.”​

“The lesson is, if you’re gonna be a criminal, do your homework.” ​

“If I had to do it all over again, I would maybe do some things differently. I just thought you should know that.”​

“Some men aren't looking for anything logical. They can't be bought, bullied, reasoned or negotiated with. Some men just want to watch the world burn.”​

"Ernest Hemingway once wrote, "The world is a fine place and worth fighting for." I agree with the second part."​

“There’s no better way to destroy someone’s life than to uncover their secrets.”​

“Hackers are breaking the systems for profit. Before, it was about intellectual curiosity and pursuit of knowledge and thrill, and now hacking is big business.”​

“Hackers often describe what they do as playfully creative problem-solving.”​

“Computer hackers do not need to know each other’s real names, or even live on the same continent, to steal millions in mere hours."​

“While many hackers have the knowledge, skills, and tools to attack computer systems, they generally lack the motivation to cause violence or severe economic or social harm.”​

“Very smart people are often tricked by hackers, by phishing. I don’t exclude myself from that. It’s about being smarter than a hacker. Not about being smart.”​

“At the end of the day, my goal was to be the best hacker.”​

“Humiliation is the favorite currency of the hacker.”​

“The hacker didn’t succeed through sophistication. Rather he poked at obvious places, trying to enter through unlocked doors. Persistence, not wizardry, let him through.”​

"Rules. Without Them We Live With The Animals.”​

“Consider This A Professional Courtesy.”​

"I've Lived My Life My Way, And I'll Die My Way."​

"You stabbed the devil in the back, and forced him back into the life that he had just left."​

"You Want A War, Or Do You Want To Just Give Me A Gun?"​

"Leave one wolf alive and the sheep are never safe."​

"When you play the game of thrones, you win or you die. There is no middle ground."​

"It's not easy to see something that’s never been before: A good world."​

"I believe in second chances. I don't believe in third chances."​

"If you only trust the people you grew up with, you won't make many allies."​

"A man with no motive is a man no one suspects. Always keep your foes confused: If they don't know who you are, what you want—they can't know what you plan to do next."​

"Never forget what you are, the rest of the world will not. Wear it like armor and it can never be used to hurt you."​

"I try to know as many people as I can. You never know which one you'll need."​

"It's hard to put a leash on a dog once you've put a crown on its head."​

“Everything before the word ‘but’ is horseshit.”​

“A lion doesn’t concern himself with the opinions of a sheep.”​

“Nothing FUCKS you harder than time.”​

“You pray for rain, you gotta deal with the mud too. That’s a part of it.”​

“I’d be more frightened by not using whatever abilities I’d been given.”​

“Luck is where opportunity meets preparation.”​

“If you have an enemy, then learn and know your enemy, don’t just be mad at him or her.”​

“Every failed experiment is one step closer to success.”​

When you work on a computer your hands travel 20 kilometres a day!​

Fugaku supercomputer is the world’s fastest computer. The $1-billion supercomputer has 7,630,848 cores, requires 29,899 kilowatts of electricity, and can execute 442,010 teraFLOPs.​

“Every day, about 317 million new viruses are discovered.​

“Microsoft’s founder, the infamous Bill Gates, was actually a college dropout."​

Did you know?​

“On average, a human blinks 20 times per minute, but using a computer reduces it to 7."​

Did you know?​

“The most common password for a computer and social media platforms is 123456."​

Did you know?​

“There are eight varieties of computers: mainframe, supercomputer, workstation, personal computer, Apple Macintosh, laptop, tablet, and smartphone."​

Did you know?​

“Linux leads the industry as it is used by Google, Facebook, Twitter, and Amazon."​

Did you know?​

“NASA computers were hijacked by a 15-year-old, resulting in a 21-day halt."​

Did you know?​

“You may heat a room with Gaming PCs more effectively than a heater."​

Did you know?​

“Physical money accounts for just around 10% of global cash, while the rest is stored on computers."​

Did you know?​

“YouTube actually started as a dating website." (Oh crap xD)​

Did you know?​

“Before they could progress as stable brands, Microsoft, HP, and Apple began manufacturing computers in their Garages."​

Did you know?​

“For every 12 million email spams, only one gets a reply."​

Did you know?​

“Banks and other corporate giants hire white hats or “good hackers” to help fix security issues and prevent system infiltration."​

Did you know?​

“If Earth stopped rotating for 1 second, everyone would die."​

Did you know?​

Currently reading:
Real World 5+ Deep Learning Projects Complete Course

"S'all Good, Man."

"Perfection Is The Enemy Of Perfectly Adequate."

"Money Is The Point!"

"I Travel In Worlds You Can't Even Imagine."

"Say Nothing, You Understand? Get A Lawyer!"

“Confidence is good. Facts on your side, better.”

“Facts are facts.”

“Sometimes the good guys win.”

“I’m not good at building shit, you know? I’m excellent at tearing it down.”

“Money is not beside the point… Money is the point.”

“Whoa, whoa. Hold up. What the hell happened to you? I get it, the first rule of Fight Club, right?”

“A good magician never reveals his secrets.”

“Got to look successful to be successful.”

“The lesson is, if you’re gonna be a criminal, do your homework.”

“If I had to do it all over again, I would maybe do some things differently. I just thought you should know that.”

“Some men aren't looking for anything logical. They can't be bought, bullied, reasoned or negotiated with. Some men just want to watch the world burn.”

"Ernest Hemingway once wrote, "The world is a fine place and worth fighting for." I agree with the second part."

“There’s no better way to destroy someone’s life than to uncover their secrets.”

“Hackers are breaking the systems for profit. Before, it was about intellectual curiosity and pursuit of knowledge and thrill, and now hacking is big business.”

“Hackers often describe what they do as playfully creative problem-solving.”

“Computer hackers do not need to know each other’s real names, or even live on the same continent, to steal millions in mere hours."

“While many hackers have the knowledge, skills, and tools to attack computer systems, they generally lack the motivation to cause violence or severe economic or social harm.”

“Very smart people are often tricked by hackers, by phishing. I don’t exclude myself from that. It’s about being smarter than a hacker. Not about being smart.”

“At the end of the day, my goal was to be the best hacker.”

“Humiliation is the favorite currency of the hacker.”

“The hacker didn’t succeed through sophistication. Rather he poked at obvious places, trying to enter through unlocked doors. Persistence, not wizardry, let him through.”

"Rules. Without Them We Live With The Animals.”

“Consider This A Professional Courtesy.”

"I've Lived My Life My Way, And I'll Die My Way."

"You stabbed the devil in the back, and forced him back into the life that he had just left."

"You Want A War, Or Do You Want To Just Give Me A Gun?"

"Leave one wolf alive and the sheep are never safe."

"When you play the game of thrones, you win or you die. There is no middle ground."

"It's not easy to see something that’s never been before: A good world."

"I believe in second chances. I don't believe in third chances."

"If you only trust the people you grew up with, you won't make many allies."

"A man with no motive is a man no one suspects. Always keep your foes confused: If they don't know who you are, what you want—they can't know what you plan to do next."

"Never forget what you are, the rest of the world will not. Wear it like armor and it can never be used to hurt you."

"I try to know as many people as I can. You never know which one you'll need."

"It's hard to put a leash on a dog once you've put a crown on its head."

“Everything before the word ‘but’ is horseshit.”

“A lion doesn’t concern himself with the opinions of a sheep.”

“Nothing FUCKS you harder than time.”

“You pray for rain, you gotta deal with the mud too. That’s a part of it.”

“I’d be more frightened by not using whatever abilities I’d been given.”

“Luck is where opportunity meets preparation.”

“If you have an enemy, then learn and know your enemy, don’t just be mad at him or her.”

“Every failed experiment is one step closer to success.”

When you work on a computer your hands travel 20 kilometres a day!

Fugaku supercomputer is the world’s fastest computer. The $1-billion supercomputer has 7,630,848 cores, requires 29,899 kilowatts of electricity, and can execute 442,010 teraFLOPs.

“Every day, about 317 million new viruses are discovered.

“Microsoft’s founder, the infamous Bill Gates, was actually a college dropout."

Did you know?

“On average, a human blinks 20 times per minute, but using a computer reduces it to 7."

Did you know?

“The most common password for a computer and social media platforms is 123456."

Did you know?

“There are eight varieties of computers: mainframe, supercomputer, workstation, personal computer, Apple Macintosh, laptop, tablet, and smartphone."

Did you know?

“Linux leads the industry as it is used by Google, Facebook, Twitter, and Amazon."

Did you know?

“NASA computers were hijacked by a 15-year-old, resulting in a 21-day halt."

Did you know?

“You may heat a room with Gaming PCs more effectively than a heater."

Did you know?

“Physical money accounts for just around 10% of global cash, while the rest is stored on computers."

Did you know?

“YouTube actually started as a dating website." (Oh crap xD)

Did you know?

“Before they could progress as stable brands, Microsoft, HP, and Apple began manufacturing computers in their Garages."

Did you know?

“For every 12 million email spams, only one gets a reply."

Did you know?

“Banks and other corporate giants hire white hats or “good hackers” to help fix security issues and prevent system infiltration."

Did you know?

“If Earth stopped rotating for 1 second, everyone would die."

Did you know?

“If someone made a sound of 1100db or larger a black hole would form sucking in our whole solar system."

“People shouldn't be afraid of their government. Governments should be afraid of their people.”