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Learn the basics of computer vision with deep learning and how to implement the algorithms using Tensorflow.
Author: Folefac Martins from Neuralearn.ai
More Courses: www.neuralearn.ai
Link to Code: https://colab.research.google.....com/drive/18u1KDx-96
YouTube Channel: https://www.youtube.com/@neuralearn
⭐️ Contents ⭐️
Introduction
⌨️ (0:00:00) Welcome
⌨️ (0:05:54) Prerequisite
⌨️ (0:06:11) What we shall Learn
Tensors and Variables
⌨️ (0:12:12) Basics
⌨️ (0:19:26) Initialization and Casting
⌨️ (1:07:31) Indexing
⌨️ (1:16:15) Maths Operations
⌨️ (1:55:02) Linear Algebra Operations
⌨️ (2:56:21) Common TensorFlow Functions
⌨️ (3:50:15) Ragged Tensors
⌨️ (4:01:41) Sparse Tensors
⌨️ (4:04:23) String Tensors
⌨️ (4:07:45) Variables
Building Neural Networks with TensorFlow [Car Price Prediction]
⌨️ (4:14:52) Task Understanding
⌨️ (4:19:47) Data Preparation
⌨️ (4:54:47) Linear Regression Model
⌨️ (5:10:18) Error Sanctioning
⌨️ (5:24:53) Training and Optimization
⌨️ (5:41:22) Performance Measurement
⌨️ (5:44:18) Validation and Testing
⌨️ (6:04:30) Corrective Measures
Building Convolutional Neural Networks with TensorFlow [Malaria Diagnosis]
⌨️ (6:28:50) Task Understanding
⌨️ (6:37:40) Data Preparation
⌨️ (6:57:40) Data Visualization
⌨️ (7:00:20) Data Processing
⌨️ (7:08:50) How and Why ConvNets Work
⌨️ (7:56:15) Building Convnets with TensorFlow
⌨️ (8:02:39) Binary Crossentropy Loss
⌨️ (8:10:15) Training Convnets
⌨️ (8:23:33) Model Evaluation and Testing
⌨️ (8:29:15) Loading and Saving Models to Google Drive
Building More Advanced Models in Teno Convolutional Neural Networks with TensorFlow [Malaria Diagnosis]
⌨️ (8:47:10) Functional API
⌨️ (9:03:48) Model Subclassing
⌨️ (9:19:05) Custom Layers
Evaluating Classification Models [Malaria Diagnosis]
⌨️ (9:36:45) Precision, Recall and Accuracy
⌨️ (10:00:35) Confusion Matrix
⌨️ (10:10:10) ROC Plots
Improving Model Performance [Malaria Diagnosis]
⌨️ (10:18:10) TensorFlow Callbacks
⌨️ (10:43:55) Learning Rate Scheduling
⌨️ (11:01:25) Model Checkpointing
⌨️ (11:09:25) Mitigating Overfitting and Underfitting
Data Augmentation [Malaria Diagnosis]
⌨️ (11:38:50) Augmentation with tf.image and Keras Layers
⌨️ (12:38:00) Mixup Augmentation
⌨️ (12:56:35) Cutmix Augmentation
⌨️ (13:38:30) Data Augmentation with Albumentations
Advanced TensorFlow Topics [Malaria Diagnosis]
⌨️ (13:58:35) Custom Loss and Metrics
⌨️ (14:18:30) Eager and Graph Modes
⌨️ (14:31:23) Custom Training Loops
Tensorboard Integration [Malaria Diagnosis]
⌨️ (14:57:00) Data Logging
⌨️ (15:29:00) View Model Graphs
⌨️ (15:31:45) Hyperparameter Tuning
⌨️ (15:52:40) Profiling and Visualizations
MLOps with Weights and Biases [Malaria Diagnosis]
⌨️ (16:00:35) Experiment Tracking
⌨️ (16:55:02) Hyperparameter Tuning
⌨️ (17:17:15) Dataset Versioning
⌨️ (18:00:23) Model Versioning
Human Emotions Detection
⌨️ (18:16:55) Data Preparation
⌨️ (18:45:38) Modeling and Training
⌨️ (19:36:42) Data Augmentation
⌨️ (19:54:30) TensorFlow Records
Modern Convolutional Neural Networks [Human Emotions Detection]
⌨️ (20:31:25) AlexNet
⌨️ (20:48:35) VGGNet
⌨️ (20:59:50) ResNet
⌨️ (21:34:07) Coding ResNet from Scratch
⌨️ (21:56:17) MobileNet
⌨️ (22:20:43) EfficientNet
Transfer Learning [Human Emotions Detection]
⌨️ (22:38:15) Feature Extraction
⌨️ (23:02:25) Finetuning
Understanding the Blackbox [Human Emotions Detection]
⌨️ (23:15:33) Visualizing Intermediate Layers
⌨️ (23:36:20) Gradcam method
Transformers in Vision [Human Emotions Detection]
⌨️ (23:57:35) Understanding ViTs
⌨️ (24:51:17) Building ViTs from Scratch
⌨️ (25:42:39) FineTuning Huggingface ViT
⌨️ (26:05:52) Model Evaluation with Wandb
Model Deployment [Human Emotions Detection]
⌨️ (26:27:13) Converting TensorFlow Model to Onnx format
⌨️ (26:52:26) Understanding Quantization
⌨️ (27:13:08) Practical Quantization of Onnx Model
⌨️ (27:22:01) Quantization Aware Training
⌨️ (27:39:55) Conversion to TensorFlow Lite
⌨️ (27:58:28) How APIs work
⌨️ (28:18:28) Building an API with FastAPI
⌨️ (29:39:10) Deploying API to the Cloud
⌨️ (29:51:35) Load Testing with Locust
Object Detection with YOLO
⌨️ (30:05:29) Introduction to Object Detection
⌨️ (30:11:39) Understanding YOLO Algorithm
⌨️ (31:15:17) Dataset Preparation
⌨️ (31:58:27) YOLO Loss
⌨️ (33:02:58) Data Augmentation
⌨️ (33:27:33) Testing
Image Generation
⌨️ (33:59:28) Introduction to Image Generation
⌨️ (34:03:18) Understanding Variational Autoencoders
⌨️ (34:20:46) VAE Training and Digit Generation
⌨️ (35:06:05) Latent Space Visualization
⌨️ (35:21:36) How GANs work
⌨️ (35:43:30) The GAN Loss
⌨️ (36:01:38) Improving GAN Training
⌨️ (36:25:02) Face Generation with GANs
Conclusion
⌨️ (37:15:45) What's Next
In part 3 of this Kivy tutorial series, we're going to create a new page for our chat application. Once the user fills out the form for username, port, and ip, we want them to hit connect, and then connect to the server.
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An ancient Christian tomb was discovered in 1945 when workers in Egypt found 13 leather-bound manuscripts, which revealed more information about the sect of Christians called "Gnostics," meaning they teach salvation through mystical knowledge.
This sect was ultimately destroyed by the Roman orthodox church. Their followers were burned at the stake and their writings were destroyed.
In the year 325 AD, we lost tremendous amounts of information. The emperor Constantine, in the early Christian church, with the early Christian Bible made decisions on what information to include, and what information to exclude.
What we know now is that at least 45 books were either completely taken away or tremendously edited, into what we call today our western biblical tradition.
When those edits were made we lost the information that tells us everything is connected.
Read the FULL ARTICLE HERE with Translations in all Languages: https://garylite.com/2018/08/2....8/the-lost-forbidden
The lost gospel of Thomas: http://www.marquette.edu/maqom..../Gospel%20of%20Thoma
Source: Gregg Braden - https://www.greggbraden.com/
References:
The Gospel According to Thomas, Gregg Braden, Neville Goddard
Read the FULL ARTICLE HERE with Translations in all Languages:
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#jesus #jesuschrist #gospelofthomas
*Then Peter said to Jesus in reply, “Rabbi, it is good that we are here! Let us make three tents: one for you, one for Moses, and one for Elijah.” He hardly knew what to say, they were so terrified. Then a cloud came, casting a shadow over them; from the cloud came a voice, “This is my beloved Son. Listen to him.”* Mark 9:5–7
Just prior to the Transfiguration, Jesus began to reveal to His disciples that He would suffer greatly, be rejected by the elders, be killed and then rise on the third day. This caused much fear for the disciples as they grappled with this unsettling revelation from our Lord. And even though Jesus remained firm with them and even rebuked Peter for his fear, Jesus also gave three of His disciples a very precious gift.
After much traveling, preaching, miracle working and private conversations about His passion with the Twelve, Jesus invited Peter, James and John to go with Him up a high mountain to pray. These disciples most likely had no idea what they would soon encounter. As they made the difficult and arduous journey, their minds must have been pondering not only the mighty deeds done by Jesus in the previous months but also His words about the suffering to come. As they struggled with this, much to their amazement, Jesus _“was transfigured before them, and his clothes became dazzling white.”_ Suddenly Moses and Elijah appeared before them, representing the Law and the prophets. These two Old Testament figures appeared as a way of saying to these disciples that everything that Jesus was telling them was to take place to fulfill all that had been foretold about Him from of old.
Perhaps Jesus thought that if His disciples would not fully listen to Him, then seeing Moses and Elijah would help. But Jesus went even further. The Voice of the Father Himself thundered and said, _“This is my beloved Son.
Listen to him.”_ Thus, if these disciples would not ultimately listen to Jesus alone, or if even Moses and Elijah failed to convince them, then the last hope was the Father Himself. And Jesus delivered such a grace.
The Transfiguration was a true mercy. These disciples had never seen anything like it before. But it was most likely this act of mercy that ultimately helped them to accept the hard truth that Jesus was trying to teach them about His coming suffering and death. If the Father in Heaven Personally gave witness to Jesus, then everything that Jesus had said was trustworthy.
As we read through the Gospels and the many teachings God has given us through the Church, think about whether there are some teachings with which you struggle? Or in your own life, on a personal level, are there some things you know God wants of you but you find it difficult to accept? When confusion sets in, that means we are not listening, are not fully hearing what God is saying to us or are not understanding...
Reflect, today, upon this powerful experience given to these disciples by our Lord. Try to place yourself in the scene so as to witness Jesus transfigured in the most glorious way, with Moses and Elijah and with the thundering Voice of the Father. Allow the Father to speak also to you, telling you that all He has spoken through the Scriptures, the Church and within your own conscience is true. Allow this revelation to convince you on the deepest level to acknowledge not only the divinity of Jesus but also to _“Listen to Him”_ in every way.
_My transfigured Lord, You are glorious beyond imagination, and You revealed a small glimpse of this glory to Your disciples to help them trust You more fully. May I also trust in You more completely, knowing that all You have spoken to me is true. Please remove any doubt and fear in my life so that nothing keeps me from embracing Your holy will. Jesus, I trust in You._
_______________________________________________
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0:18 Scripture Quote
0:52 Daily Reflection
5:28 Final Meditation
6:18 Closing Prayer
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From the new album ‘Street Worms’ out 28th September: https://vb.lnk.to/streetwormsYD
Listen to ‘Sports’: http://vb.lnk.to/vbsportsYD
Pre-order 'Street Worms' and surf the web
http://vboysstockholm.com
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Director: Simon Jung
DOP: Paul Evans
Producer: Manga Minja
Production Company: Diktator
Executive Producer: Diktator/YEAR0001
1AC: Isak Lennström
2AC: Ollie Nordh
Sound & Sound design: Charlie Persson
Hair and makeup: Alice Lönnblad
Production assistant: Henrik Grill
Judge: Torbjörn Ström
Tennis Player: Jenny Vogel
Edit: Simon Jung
Grade: Sabina Törnberg, Media Monks
Online: Anders Bergén, The Line
This video tutorial teaches Python Anaconda with live running examples. Anaconda is the World’s Most Popular Data Science Platform. More than 20 Million People use Anaconda. It is useful for creating data science and machine learning applications with Python. In this course, we have covered the following lessons with live running examples:
Python Anaconda Course 00:00
Anaconda Introduction 00:25
Install Anaconda on Windows 01:47
Anaconda Navigator 03:52
Create a new NoteBook in Anaconda 05:28
Working with Cells on Anaconda 09:34
Types of Cells on Anaconda 16:38
Add Headings in Anaconda 18:09
Show line numbers in Anaconda 20:41
Setup Numpy on Anaconda 21:53
Setup Pandas on Anaconda 25:04
Setup Matplotlib on Anaconda 28:43
Download Notebook in various formats on Anaconda 32:24
Import Notebook into Anaconda 35:23
Open already created NoteBook in Anaconda 36:55
Keyboard Shortcuts in Anaconda 37:54
Python Tutorial (English): https://youtu.be/HakXpkXcjdI
Python Tutorial (Hindi): https://youtu.be/b97WsOM9BYg
#Anaconda #Python #AmitThinks
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I am Amit Diwan, a self-made Entrepreneur, running "Amit Thinks", a Tech YouTube Channel. Also running an E-Learning website "studyopedia.com". We publish videos in English and Hindi on Programming, Databases, and Web Dev Technologies. I have left a job offer from Accenture and 3 government jobs to follow my dream of being an entrepreneur.
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It's Modern Warfare 3 Season 6 Launch Day and with it comes The Haunting event! We are also getting a NEW Battle Pass including the Kastov LSW (LMG) and DTIR 30-06 (Battle Rifle).
Warzone Season 6 Battle Pass 0:00
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Music video by Sports performing You Are The Right One
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Lyrics:
You were the right way
I was just waiting ' for you to look at me
Is there a wrong time
Baby, I'm guessing
Just let me know
Well, it's been a long time
Since you've been lonely
So what will I do
You are the right one
And I'm just the boy who is looking at you
Peut-être une prochaine fois, au détour d'un bar
So what will I do
Avec quatre grammes dans l'sang
À plus mec, bonne soirée
I tried the wrong way
I was just guessing, biding my time
You are the only one I can picture by my side
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Want to unlock the power of speech recognition and convert audio into written text using Python? This step by step comprehensive tutorial guides you through the process of creating a Python script that effortlessly transcribes speech to text. Whether you're a beginner or an experienced programmer, join us as we explore step-by-step instructions, practical examples, and valuable insights into the fascinating world of speech recognition. Watch this video and equip yourself with the skills to enhance accessibility and build voice-controlled applications.
Documentation Link:
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#python #speechrecognition #codingtutorial #pythontutorial
In this video, you will learn how to build your first machine learning model in Python using the scikit-learn library.
🔗 Colab https://colab.research.google.com/
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📖 https://www.discoverdatascience.org/articles/journey-through-data-science-with-the-data-professor/
Time stamp
0:00 Introduction
0:15 Getting started with Google Colab
1:30 Load dataset
6:52 Split to X and y
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21:55 Model building with Random forest
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#datascience #machinelearning #dataprofessor
Have you heard that people are using AI to create 3D models?!? In this Blender tutorial, we’ll show you how to use ChatGPT to create 3D models in Blender. We’ll cover what’s possible, what’s practical, and what the future may hold.
Intro (00:00)
Getting Setup with the Right Tools (00:52)
How to Get Up and Running in Blender (01:08)
How to Get Started with ChatGPT (02:10)
How to Use ChatGPT and Blender Together (03:19)
GPT-4 and Beyond (07:07)
Links mentioned in the video:
- Download Blender → https://www.blender.org/download/
- Blender's Linux reference docs → https://docs.blender.org/manua....l/en/latest/getting_
- ChatGPT → https://chat.openai.com/
- Our Getting Started with Blender tutorial → https://youtu.be/TG_vamse41c
Thanks for watching!
Make sure to 👍 and subscribe.
=========================
“I was terrified to learn Blender but after this, I am now addicted, thank you for the awesome tutorial.” Bright tendai Muvirimi 😃
=========================
What next?
Try out your own prompts and ideas, and leave us a comment about the cool things you create and discover!
And, me sure to check out one of the videos on this playlist → https://www.youtube.com/watch?v=Dnqd9lQc2rg&list=PLmOmCl3Ryy58XK8H-pwTBUeaLHmODy-np
=========================
“That was the most amazing video I have seen about Blender.” Richard Glady 😃
=========================
The following works were shown in this video:
“Midjourney as it Imagines Itself” by Chikorita (https://commons.wikimedia.org/....wiki/File:Midjourney licensed under CC BY-SA 4.0 (https://creativecommons.org/li....censes/by-sa/4.0/dee
“Futuristic City Left in Destruction” by Benlisquare (https://commons.wikimedia.org/....wiki/File:Algorithmi licensed under CC BY-SA 4.0 (https://creativecommons.org/li....censes/by-sa/4.0/dee
“Cyberpunk Cityscape” by Benlisquare (https://commons.wikimedia.org/....wiki/File:Algorithmi licensed under CC BY-SA 4.0 (https://creativecommons.org/li....censes/by-sa/4.0/dee
“Lunte Walkcycle in Environment” by Blender Studio (https://studio.blender.org/fil....ms/settlers/5ea989ba licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/)
“Coffee Run” by Blender Studio (https://studio.blender.org/films/coffee-run/) licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/)
“Agent 327: Operation Barbershop - Original Video File” by Blender Institute, based on original character by Martin Lodewijk licensed under CC BY-ND 4.0 (https://creativecommons.org/licenses/by-nd/4.0/)
"Timelapse: Sculpting Rain's Head" by Blender Studio (https://studio.blender.org/tra....ining/stylized-chara licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/)
The following artists’ works were also shown in this video with their permission:
Artur Szóstakowski - https://www.behance.net/megatecture
Sabino Leerentveld - https://www.behance.net/sabaman
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Learn how the announcement trailer came to life from storyboard to the final video in our second Behind the Scenes episode.
Are you ready to master the apocalypse? Add Exoborne, the new game from @Sharkmob and @lvlinfinite to your wishlist today!
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Video made by Platige
Top 8 python modules that you need to know for data science in 2023. I will go over each of these modules and also share learning resources for the same
Python Couse link: https://codebasics.io/courses/python-for-beginner-and-intermediate-learners/?utm_source=description&utm_medium=yt&utm_campaign=description&utm_id=description
Numpy playlist: https://www.youtube.com/playli....st?list=PLeo1K3hjS3u
Pandas playlist: https://www.youtube.com/playli....st?list=PLeo1K3hjS3u
Matplotlib playlist: https://www.youtube.com/playli....st?list=PLeo1K3hjS3u
Machine Learning playlist: https://www.youtube.com/playli....st?list=PLeo1K3hjS3u
Deep Learning playlist: https://www.youtube.com/playli....st?list=PLeo1K3hjS3u
NLP playlist: https://www.youtube.com/playli....st?list=PLeo1K3hjS3u
🔖Hashtags🔖
#pythonlibrariesfordatascience #pythonlibraries #pythonlibrariesformachinelearning #pythonlibrariesexplained #toppythonlibraries #essentialpythonlibrariesfordatascience #pythonlibrariestolearn #popularpythonlibraries #pythonlibrariesforbeginners #pythonmodules #toppythonmodules #datasciencelibraries
Do you want to learn technology from me? Check https://codebasics.io/?utm_source=description&utm_medium=yt&utm_campaign=description&utm_id=description for my affordable video courses.
Need help building software or data analytics/AI solutions? My company https://www.atliq.com/ can help. Click on the Contact button on that website.
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Die Hanfverband-Videonews vom 07.04.2023
0:00 Intro
0:29 Vorbemerkung GMM
2:26 Lauterbach: "neuer Vorschlag unmittelbar nach Ostern"
11:26 Koalitionsvertrag von CDU und SPD in Berlin
20:42 Wissenschaftler: Appell und Vorschläge zur Evaluierung
27:26 Stellungnahme Grotenhermen: Cannabisblüten versus -extrakte
28:29 Ortsgruppen-Funk
29:06 Termine
Die Tonspur der Sendung steht hier als Audio-Podcast zum downloaden oder direkt hören zur Verfügung:
https://hanfverband.de/file/dh....vnews375podcast07042
====
*DHV-Diamantsponsoren*
AVAAY Medical
https://avaay.de/
Drehandel
https://drehandel.de/
*Vorbemerkung*
GMM Deutschland
https://gmm-deutschland.de/
*Lauterbach: "neuer Vorschlag unmittelbar nach Ostern"*
Jung & Naiv Youtube, 05.04.2023: "Arzneimittel-Lieferengpässe & Aktuelle Gesetzesvorhaben" mit Karl Lauterbach - BPK | 5. April 2023
https://www.youtube.com/watch?v=uRKlUcNgHDg
Dirk Heidenblut, Carmen Wegge Instagram, 03.04.2023: Talk zur Legalisierung
https://www.instagram.com/tv/CqlYai3hTQB/
*Koalitionsvertrag von CDU und SPD in Berlin*
Koalitionsvertrag CDU/SPD Berlin 2023
https://berlin-hilft.com/wp-co....ntent/uploads/2023/0
Jung & Naiv, 10.08.2021: Kai Wegner (CDU) - Berlins nächster Regierender Bürgermeister? - Jung & Naiv: Folge 526
https://www.youtube.com/watch?v=22BlxthC-kY
Tagesspiegel, 31.07.2015: Görlitzer Park in Berlin-Kreuzberg: Null Erfolg mit null Toleranz gegen Drogenhandel
https://www.tagesspiegel.de/be....rlin/bezirke/null-er
*Wissenschaftler: Appell und Vorschläge zur Evaluierung*
diverse Wissenschaftler: Whitepaper zur Evaluation der Einführung der regulierten Cannabisvergabe an Erwachsene zu Genusszwecken in Deutschland, Stand: 28. März 2023
https://box.bigsss-bremen.de/i....ndex.php/s/LCoEzzNQx
Justus Haucap Twitter, 04.04.2023: Whitepaper: Evaluation der #Cannabis-Legalisierung
https://twitter.com/haucap/sta....tus/1643220519477542
DHV Youtube, 19.08.2022: CaNoKo22: Wie messen wir den Erfolg? - Die Evaluierung der Legalisierung
https://www.youtube.com/watch?v=CxUbXj4lPgo
*Stellungnahme Grotenhermen: Cannabisblüten versus -extrakte*
Franjo Grotenhermen, 01.04.2023: Wissenschaftliche Stellungnahme: Cannabisblüten versus -extrakte
https://www.datocms-assets.com..../58349/1680374599-st
*Ortsgruppen-Funk*
ohne öffentliche Quellen
*Termine*
Alle Infos zu den Terminen findet ihr hier:
http://hanfverband.de/nachrichten/termine
Darmstadt: Offener Hanftisch der DHV-Ortsgruppe
Freitag, 7. April 2023 - 19:00
Oldenburg: Let's talk about Hanf!
Freitag, 7. April 2023 - 19:00
Regensburg: Infostand der DHV-Ortsgruppe
Samstag, 8. April 2023 - 12:00 bis 18:00
Hamburg: Stammtisch der DHV-Ortsgruppe
Donnerstag, 13. April 2023 - 19:00
München: Online-Treffen der DHV-Ortsgruppe München
Donnerstag, 13. April 2023 - 19:00
Freiburg: Infostand der DHV-Ortsgruppe
Samstag, 15. April 2023 - 10:00 bis 16:00
Heidelberg: Infotisch zum Thema 'Hanf als Rohstoff, Medizin und Genussmittel'
Samstag, 15. April 2023 - 11:00 bis 16:00
Regensburg: Infostand der DHV-Ortsgruppe
Samstag, 15. April 2023 - 12:00 bis 18:00
Halle/Saale: Orgatreffen der DHV-Ortsgruppe zum GMM
Montag, 17. April 2023 - 15:00
Heidelberg: Offener Hanftisch des Hanfverband Rhein-Neckar
Dienstag, 18. April 2023 - 19:00
Hamburg: Online Klönschnack
Dienstag, 18. April 2023 - 20:00
420 Smoke In Berlin
Donnerstag, 20. April 2023 - 14:00 bis 18:00
Darmstadt: Offener Hanftisch der DHV-Ortsgruppe
Freitag, 21. April 2023 - 19:00
Du willst die Arbeit des Deutschen Hanfverbands unterstützen? Jetzt Fördermitglied werden!
http://hanfverband.de/dhv/unterstuetzen
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Telegram: https://t.me/hanfverband
🎓 Framer University: https://frameruni.link/yt
👉 Create a free Framer account: https://framer.university/free-account
In this Framer tutorial, you'll learn how to avoid the biggest mistake every beginner makes in Framer. I'll teach you the basics of responsiveness and show you how to set up your page structure. This way, you can effortlessly optimize the website for multiple breakpoints later.
Project remix:
https://page-structure.learnframer.site/
0:00 - Introduction
0:31 - The roadmap
0:43 - Absolute positioning
2:38 - Relative positioning
3:45 - Stacks
5:08 - Sizing options
6:57 - Page structure
12:13 - Breakpoint optimization
15:09 - Recap
16:30 - Your next step
Follow me on:
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