teleren/devto huggingface dataset:
[BTY#1] 30/06/2023 Image Augmentation
Tags: computervision
Published: 2023-06-30 07:04:58

# How to Make Deep Models Strong and Robust with Data Augmentation

Refer to:
- <https://bkai.ai/wp-content/uploads/2023/06/02_07-HUST-NAVER-AIs-Research_-Towards-Strong-and-Robust-Deep-Models.pdf>
- <https://github.com/ClovaAI/CutMixPyTorch>

### Problems of training Deep Learning models

- Robustness

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/ri4wlzlsjyq1dec608sy.png)

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/jc609khar2qewpzkq3yq.png)


- Generalization

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/7xbviqhg9n0yhgvcs37b.png)

### Data Augmentation: Simple but very effective solution

- Random Crop => **handle scale and viewpoint change cases**

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/7v00tzmxpc747sk16sck.png)

- Color jttering/lighting => **handle color change cases**

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/tj55z6363t715nl1oeqd.png)

- Random erasing/Cutout => **handle occlusion cases**

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/rex64kfgva9hx35r4dg1.png)

- Mixup => **handle uncertain images**

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/k5pe39d8xohvw8xph21q.png)

- CutMix => **handle both occlusion and uncertain cases**

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/32hkr0zbjoqutypdc57k.png)

> Unlike Cutout, **CutMix uses full image region**
> Unlike Mixup, **CutMix makes realistic local image patches**
> **CutMix is simple**: only 20 lines of PyTorch code

### Visualize CutMix effectiveness by heatmap

- Mixup, Cutout and CutMix images

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/fule3zr2ku26g6wo1dg0.png)

- Heatmap results

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/4ggczz19c5xr7yn07ou6.png)

### Experiments with CutMix

- For Image Classification

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/e5r6gndwmwkjkl5itpr2.png)

- For Object Detection and Image Captioning

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/gein71b4575qtehg99ep.png)

- Improved **robustness performance**

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/exenjty64kbyj5l3taj6.png)
Self-Taught Programmers: How Did You Land Your First Job?
Tags: codenewbie, beginners, discuss
Published: 2023-06-30 07:00:00

For all the self-taught programmers out there, we know that the path to securing your first job can be unique and filled with valuable learning experiences. To inspire and motivate others who are on a similar journey, we'd love to hear about your personal timeline. How long did it take you to land your first job as a self-taught programmer? 

Share your stories, challenges, and any tips or strategies you found helpful along the way. Let's celebrate the diverse paths we've taken and encourage those who are still in pursuit of their first programming job.

Follow the [CodeNewbie Org](https://dev.to/codenewbieteam) and [#codenewbie](https://dev.to/t/codenewbie) for more discussions and online camaraderie!

*{% embed* https://dev.to/codenewbieteam *%}*
Finding Fulfillment in Coding: What Lights You Up?
Tags: discuss, career
Published: 2023-06-30 07:00:00

What aspects of coding or development light you up? And how we can incorporate more of these elements into our careers?

Follow the DEVteam for more discussions and online camaraderie!

{% embed [https://dev.to/devteam](https://dev.to/devteam) %}
https://github.com/marcosaureliosl/jogo-da-memoria-harrypotter/tree/main
Tags: webdev, javascript, beginners
Published: 2023-06-30 06:50:26

Gostaria de expressar meu sincero agradecimento a todos que têm acompanhado de perto minha jornada nessa nova etapa da minha carreira. Seu apoio e encorajamento significam muito para mim. Cada palavra de incentivo e suporte tem sido um combustível essencial para minha motivação e crescimento. Agradeço por estar ao meu lado, compartilhando esse caminho desafiador e cheio de aprendizados. Sua presença e apoio constante são verdadeiramente apreciados. Vamos continuar avançando juntos![](url)
What is What is Pickle Module in Data Science?
Tags: datascience, python
Published: 2023-06-30 06:26:18

The pickle module in data science is a Python library that provides the functionality to serialize (convert objects into a byte stream) and deserialize (convert the byte stream back into objects) Python objects. Pickling allows objects to be saved to disk or transferred over a network, preserving their state and structure.

In the context of data science, the pickle module is particularly useful for saving and loading trained machine learning models, complex data structures, and other Python objects that are used in data analysis or predictive modeling.

To pickle an object, you use the pickle.dump() function to write the object to a file or pickle.dumps() function to obtain a serialized byte stream. This process converts the object into a compact representation that can be easily stored or transmitted.

Later, to unpickle the object, you use the pickle.load() function to read the serialized object from a file or pickle.loads() function to deserialize the byte stream back into the original Python object. This allows you to restore the object's state and continue using it in your data analysis or machine learning workflows.

**The pickle module is widely used in data science for various purposes, including:**

**1. Saving trained machine learning models:** After training a model, you can pickle it to disk. This allows you to reuse the model later without the need to retrain it, saving time and computational resources.

**2. Sharing data structures:** If you have complex data structures or preprocessed datasets that you want to share with others, you can pickle them and distribute the pickle files. This way, others can easily load the data structures without having to recreate them from scratch.

**3. Caching intermediate results:** Pickling is useful for caching intermediate results in data processing pipelines. You can pickle the results of expensive computations or transformations to disk and load them later, thus avoiding unnecessary recalculations.

However, it's important to note that the pickle module should be used with caution, especially when unpickling objects from untrusted sources. Unpickling data from untrusted or malicious sources can potentially lead to security vulnerabilities or execution of arbitrary code. Therefore, it is recommended to only unpickle data from trusted sources. By obtaining [Data Science Training](https://www.edureka.co/masters-program/data-scientist-certification), you can advance your career in Data Science. With this course, you can demonstrate your expertise in the basics of machine learning models, analyzing data using Python, making data-driven decisions, and more, making you a Certified Ethical Hacker (CEH), many more fundamental concepts, and many more critical concepts among others.

In summary, the pickle module in data science provides a convenient way to serialize and deserialize Python objects. It is commonly used for saving and loading machine learning models, sharing data structures, and caching intermediate results in data processing workflows.
Unleash the Power of SharePoint with Bitscape's Specialized Development Services
Tags: sharepoint, intranet
Published: 2023-06-30 06:22:30

Bitscape offers specialized [SharePoint development](https://www.bitscape.com/services/microsoft-sharepoint-services/sharepoint-development// ) services to help businesses unleash the full power of Microsoft SharePoint. Our expert team of SharePoint developers excels in creating tailored solutions that enhance collaboration, content management, and business processes. From customizing SharePoint sites and implementing intranets to developing advanced workflows and integrating with other systems, we provide comprehensive services to optimize your SharePoint environment. With our deep understanding of SharePoint's capabilities, we ensure seamless data migration, robust security measures, and intuitive user interfaces. Partner with Bitscape to unlock the true potential of SharePoint and drive innovation and productivity within your organization.
Elevate Your Business with Comprehensive SharePoint Services by Bitscape
Tags: sharepoint, intranet
Published: 2023-06-30 06:21:18

: Bitscape offers comprehensive [SharePoint services ](https://www.bitscape.com/services/microsoft-sharepoint-services/sharepoint-development//)designed to elevate your business to new heights of productivity and collaboration. Our dedicated team of SharePoint experts combines technical expertise with industry best practices to deliver tailored solutions that meet your specific needs. From SharePoint development and customization to intranet design, document management, and workflow automation, we provide end-to-end services that empower your organization. With our deep knowledge of SharePoint, we ensure seamless integration, data security, and intuitive user experiences. Partner with Bitscape to harness the full potential of SharePoint and drive innovation, efficiency, and success within your business.
The Advantages of Using VMware Cloud on AWS for Your Business
Tags: aws, vmware, cloud
Published: 2023-06-30 06:20:15

As the digital era progresses, businesses are increasingly turning towards cloud technologies to streamline their operations and bolster productivity. A standout solution in this domain is VMware Cloud on AWS, a service that combines the power of VMware's enterprise-class Software-Defined Data Center (SDDC) software with the expansive and robust AWS cloud platform.

This article explores the key advantages of using VMware Cloud on AWS for your business.

**1. Simplified Cloud Migration**
One of the most significant benefits of VMware Cloud on AWS is the ease of migration. Businesses can move their on-premises VMware vSphere-based workloads to the AWS Cloud without needing to modify the applications, thus saving time and reducing the risks associated with the migration process.

**2. Scalability and Flexibility**
With VMware Cloud on AWS, businesses can scale their operations with ease. The service provides the flexibility to spin up an entire VMware SDDC in under two hours and scale host capacity up and down in minutes, depending on business needs.

**3. Cost-Effectiveness**
The service eliminates the need for upfront investments in hardware, thus reducing capital expenditure. Additionally, the ability to scale on-demand means businesses pay only for what they use, making it a cost-effective solution for managing unpredictable workloads.

**4. Enhanced Disaster Recovery**
VMware Cloud on AWS comes with robust disaster recovery capabilities. By leveraging AWS's global infrastructure, businesses can ensure high availability and business continuity, significantly reducing downtime.

**5. Seamless Hybrid Cloud Operations**
With VMware Cloud on AWS, businesses can maintain a consistent operational model and a unified infrastructure across their on-premises data center and the AWS cloud. This enables seamless hybrid cloud operations, allowing businesses to move workloads back and forth between on-premises and AWS environments with ease.

**6. High Security and Compliance**
Security is a top concern for businesses migrating to the cloud. VMware Cloud on AWS provides inherent security features, including data encryption, micro-segmentation, and integration with AWS security services, to ensure a secure environment for your data and applications.

**7. Extensive Support and Integration**
Being backed by two industry leaders, VMware and AWS, businesses can benefit from extensive support and integration with a wide range of AWS services, enhancing overall operational capabilities.

**Conclusion**
VMware Cloud on AWS offers a compelling cloud solution for businesses, providing a host of benefits from cost savings and ease of migration to scalability and robust disaster recovery. By leveraging this service, businesses can confidently navigate their digital transformation journey and build a future-proof IT infrastructure.
LeanBiome Reviews: Real People Share Their Success Stories
Published: 2023-06-30 06:16:40

Leanbiome: Probiotics are live microorganisms that are present in the human body and support a balanced population of good bacteria in the digestive tract.  

Some probiotic products, like [LeanBiome](https://www.outlookindia.com/outlook-spotlight/leanbiome-weight-loss-reviews-must-read-lean-biome-review-2023--news-259194), include and mix many strains to produce a "cocktail" of advantageous microorganisms. 

Let's examine the probiotics, or beneficial bacteria, as well as the other components of Leanbiome: 

One of the most often recommended probiotics is Lactobacillus rhamnosus GG since studies have shown that it reduces IBS symptoms including constipation, bloating, and abdominal discomfort. It also aids in avoiding diarrhoea brought on by antibiotics.  Check also: Shark Tank Weight Loss Gummies ,

The active ingredients function by assisting in the restoration of healthy gut flora. This could lessen inflammation and ease IBS-related symptoms. 

According to a recent research in The Journal of Nutrition, L. rhamnosus GG promoted weight loss more successfully than other probiotics. In fact, after 12 weeks, individuals who took the probiotic dropped an average of 4 pounds, compared to just 1 pound for those who took a placebo. 

**Read More:**

[https://www.outlookindia.com/outlook-spotlight/leanbiome-weight-loss-reviews-must-read-lean-biome-review-2023--news-259194](https://www.outlookindia.com/outlook-spotlight/leanbiome-weight-loss-reviews-must-read-lean-biome-review-2023--news-259194)
[https://www.outlookindia.com/outlook-spotlight/shark-tank-keto-acv-gummies-reviews-must-read-elite-keto-supreme-keto-gummies-news-273887](https://www.outlookindia.com/outlook-spotlight/shark-tank-keto-acv-gummies-reviews-must-read-elite-keto-supreme-keto-gummies-news-273887)
[http://zooboard.ru/sobaki-schenki/prodam/is-leanbiome-a-scam_i849](http://zooboard.ru/sobaki-schenki/prodam/is-leanbiome-a-scam_i849)
[https://dev.to/leanbiomeusa](https://dev.to/leanbiomeusa)
[https://videoredo.net/msgBoard/index.php?threads/achieve-your-fitness-goals-with-leanbiome-capsules-an-honest-review.38136/](https://videoredo.net/msgBoard/index.php?threads/achieve-your-fitness-goals-with-leanbiome-capsules-an-honest-review.38136/)

This was probably because L. rhamnosus GG increased insulin sensitivity, which is important for controlling blood sugar levels.
SharePoint Development Services | Empower Your Business with Bitscape's Expertise
Tags: intranet, sharepoint
Published: 2023-06-30 06:16:37

Bitscape is your trusted partner for [SharePoint development services](https://www.bitscape.com/services/microsoft-sharepoint-services/sharepoint-development//), offering a wide range of solutions to empower your business. Our team of skilled SharePoint developers specializes in creating custom SharePoint applications, intranets, portals, and workflows that enhance collaboration, streamline processes, and boost productivity. With a deep understanding of SharePoint's capabilities, we provide seamless integration with other systems, data migration, and intuitive user interfaces. Whether you need SharePoint consulting, development, or support, we deliver scalable and cost-effective solutions that align with your unique business requirements. Partner with Bitscape to leverage the power of SharePoint and take your business to new heights of success.
Comprehensive SharePoint Services | Custom Solutions for Seamless Collaboration - Bitscape
Published: 2023-06-30 06:14:46

Bitscape offers comprehensive SharePoint services designed to facilitate seamless collaboration and empower organizations with efficient content management solutions. Our team of [experienced SharePoint developers ](https://www.bitscape.com/services/microsoft-sharepoint-services/sharepoint-development//)excels at delivering custom solutions tailored to your specific business needs. From SharePoint site development and customization to document management systems and workflow automation, we provide end-to-end services to maximize your SharePoint investment. Our expertise extends to SharePoint migrations, integration with other systems, and creating intuitive user interfaces for enhanced user adoption. Partner with Bitscape to leverage the full potential of SharePoint and transform the way your team collaborates, communicates, and shares information.
Misunderstanding the concept of Prompt Engineering: It's Not Engineering, But It's Crucial
Published: 2023-06-30 06:13:35

---
title: Misunderstanding the concept of Prompt Engineering: It's Not Engineering, But It's Crucial
published: true
description: 
tags: 
# cover_image: https://direct_url_to_image.jpg
# Use a ratio of 100:42 for best results.
# published_at: 2023-06-27 13:54 +0000
---

Prompt Engineering is often misunderstood. In reality, it's a crucial concept in artificial intelligence (AI), differing from its typical descriptions. Let's delve into a detailed explanation.

When AI models like **GPT-3** and **GPT-4** are given an input, they don't inherently understand that they're supposed to answer a question or translate text. Their primary role is to generate a logical continuation of the given input text. They lack a built-in mechanism for answering or translating questions, this is where specialized text-to-text generation models like Bart come into play. However, intriguingly, GPT models sometimes outperform even these specialized models in providing answers.


## How does this happen?

Imagine you ask the question, "how does recursion work?" You could reframe this question as, "I'm a knowledgeable software engineer. I've been asked: 'how does recursion work?'". Given this reframed prompt, GPT-3 or GPT-4 would generate a continuation of the text. Due to their extensive training on a large volume of text where questions are often followed by answers, the model is likely to include an answer in its output.

You might think, _"But I don't reframe my questions that way."_ True, but the model utilizes patterns it learned from its training data to respond to prompts. If it has frequently seen questions followed by answers in its training data, it's likely to generate an answer when presented with a question as a prompt.

## The Role of Prompt Engineering

This process hinges critically on the use of prompts and the context in which the information is framed. This method, known as "prompt engineering", plays a vital role in guiding the model's output. It's about crafting prompts and framing inputs in a way that maximizes the model's response effectiveness.
SharePoint Development Services | Enhance Collaboration and Productivity with Bitscape
Published: 2023-06-30 06:10:33

 Bitscape is a trusted provider of [SharePoint development services](https://www.bitscape.com/services/microsoft-sharepoint-services/sharepoint-development//), empowering organizations to enhance collaboration, streamline workflows, and boost productivity. Our dedicated team of SharePoint experts leverages their deep knowledge and experience to deliver tailor-made solutions that align with your business goals. Whether you need SharePoint site customization, document management system development, intranet creation, or SharePoint migration services, we have you covered. With our expertise in SharePoint development, we enable seamless integration, workflow automation, and data visualization to unlock the full potential of SharePoint for your organization. Experience the transformative power of SharePoint with Bitscape's professional services.
LINUX Full Form | What Is LINUX?
Published: 2023-06-30 06:10:02

## **Introduction**
Linux Full Form is Lovable Intellect Not Using XP. Linux is primarily developed using the C programming language, while also uses assembly, Perl, [Python](https://technogeekscs.com/courses/python-training-in-pune/), and Bash. These languages play an important role in constructing & enhancing the features of the Linux operating system.

[Linux is the core or kernel](https://technogeekscs.com/what-is-the-core-of-linux-operating-system/) of the operating system, acting as an important layer between the hardware  & the software with which you interact. It acts as a bridge, enabling communication and coordination between the two.

One of the advantages of Linux is that – it is free!! Additionally, Linux offers a lot of free software, including productivity tools and gaming applications, further enhancing its value for users

Linux is completely Open Source OS (Operating System). That means that its source code can be freely utilized, modified, and shared without any limitations. This enables both commercial & non-commercial usage.

In this blog we will discuss What is Linux, Types Of Linux, and its Features. Let’s Understand What is Linux?


> **Interested In Learning AWS With Linux Commands?
> Enroll Now Of Our AWS Cloud Course In Pune**


## **What Is Linux (Lovable Intellect Not Using XP)?**

Linux (Linux Full Form Lovable Intellect Not Using XP) is a free and open-source operating system. Linus Torvalds created it in 1991 & is one of the most popular OSs today. It is mainly known for its stability, security, and flexibility.It gives you different ways to interact with it: you can use a CLI (**CLI Full Form Command Line Interface**)  or a GUI (**GUI Full Form Graphical User Interface**) (**with windows and icons**). Linux supports a wide range of software programs & works on different types of computers. The greatest thing about Linux is – it’s completely customizable! You can make it completely your own.

**_Want to read more abot Linux full form [click here](https://technogeekscs.com/linux-full-form/)._**
SharePoint Development Services | Accelerate Business Growth with Bitscape
Published: 2023-06-30 06:09:39

Bitscape offers top-notch [SharePoint development services](https://www.bitscape.com/services/microsoft-sharepoint-services/sharepoint-development) to help businesses accelerate their growth and achieve operational excellence. Our team of skilled SharePoint developers specializes in designing and implementing custom SharePoint solutions that enhance collaboration, content management,
Comprehensive SharePoint Services | Custom SharePoint Development - Bitscape
Published: 2023-06-30 06:04:05

Bitscape provides comprehensive SharePoint services, including custom [SharePoint development](https://www.bitscape.com/services/microsoft-sharepoint-services/sharepoint-development//), to empower businesses with a robust collaboration and content management platform. Our experienced team of developers specializes in designing and implementing tailored SharePoint solutions that align with your organization's specific requirements. From building intranets and document management systems to workflow automation and integration, we offer end-to-end SharePoint development services to optimize your business processes. Partner with us to unlock the full potential of SharePoint and drive productivity and efficiency within your organization.
SharePoint Development Services | Bitscape
Tags: intranet, sharepoint
Published: 2023-06-30 06:02:58

Bitscape offers expert [SharePoint development services](https://www.bitscape.com/services/microsoft-sharepoint-services/sharepoint-development//) to help businesses leverage the power of Microsoft SharePoint for efficient collaboration, content management, and process automation. Our team of experienced developers specializes in delivering tailored SharePoint solutions to meet your organization's unique needs. Explore our comprehensive range of SharePoint services and harness the full potential of this robust platform for improved productivity and streamlined workflows.