Refactor descriptions and formatting in CV, projects, and about pages; update README for consistency

Author: MartinEBravo

README.md

@@ -10,4 +10,4 @@ This repository contains the source code for Martín E. Bravo's personal academi
 
 ## Usage
 
-Visit the website at [martinebravo.github.io](https://martinebravo.github.io) to explore Martín's work and projects.
+Visit the website at [martinebravo.github.io](https://martinebravo.github.io) to explore Martín's work and projects.

_pages/about.md

@@ -2,7 +2,7 @@
 layout: about
 title: about
 permalink: /
-subtitle: 
+subtitle:
 
 profile:
   align: right
@@ -22,7 +22,6 @@ When I’m not working or studying, I enjoy learning languages (currently Swedis
 
 Feel free to connect with me on LinkedIn or check out my projects! I’m always open to new opportunities and collaborations.
 
-
 <script>
     // Set your birthday
     const birthday = new Date("2003-02-16"); // Replace with your actual birthday (YYYY-MM-DD)
@@ -41,4 +40,3 @@ Feel free to connect with me on LinkedIn or check out my projects! I’m always
     // Update the age in the HTML
     document.getElementById("age").textContent = age;
 </script>
-

_pages/cv.md

@@ -5,7 +5,7 @@ title: cv
 nav: true
 nav_order: 5
 cv_pdf: main.pdf
-description: 
+description:
 toc:
   sidebar: left
 ---

_pages/projects.md

@@ -2,7 +2,7 @@
 layout: page
 title: projects
 permalink: /projects/
-description: 
+description:
 nav: true
 nav_order: 3
 display_categories: [work, school, fun]

_posts/2025-01-25-first-post.md

@@ -10,6 +10,7 @@ thumbnail: assets/img/sweden.jpeg
 ---
 
 Welcome to the blog! This is the first post, my name is Martín Bravo. I am a BSc Student in Computer Science at the University of Chile. I am interested in Machine Learning, Data Science, and Software Development. I am currently working on my thesis, which is about the application of Machine Learning techniques to the field of Federated Learning. I am also working as a Machine Learning Engineer at a startup called [Hopsworks AI](https://www.hopsworks.ai/). I am excited to share my thoughts and experiences with you through this blog. Stay tuned for more posts!
+
 <div class="row mt-3">
     <div class="col-sm mt-3 mt-md-0">
         {% include figure.liquid loading="eager" path="assets/img/sweden.jpeg" class="img-fluid rounded z-depth-1" style="max-width: 50%;" %}

_projects/aistudent.md

@@ -1,68 +1,65 @@
 ---
-
-layout: page  
+layout: page
 title: KTH AI Student
-description: Dive into the world of AI with this hands-on, beginner-friendly course for students curious about Fullstack AI. 
+description: Dive into the world of AI with this hands-on, beginner-friendly course for students curious about Fullstack AI.
 img: /assets/img/projects/aistudent/img1.jpg
-importance: 1  
+importance: 1
 category: fun
-
 ---
 
 Website: [AIStudent](https://kthais.com/events/event/ai-student-initiative/)
 
-Are you ready to **kickstart your AI journey**? Welcome to **AIStudent**, an 8-week course created **by students, for students**. This curriculum is designed to give you a taste of everything cool in AI—from crunching data to building web apps powered by machine learning.  
+Are you ready to **kickstart your AI journey**? Welcome to **AIStudent**, an 8-week course created **by students, for students**. This curriculum is designed to give you a taste of everything cool in AI—from crunching data to building web apps powered by machine learning.
 
-This course is perfect for **beginners**, so leave your worries at the door. No prior experience is required—just your curiosity and enthusiasm. Let’s make learning fun, hands-on, and collaborative!  
+This course is perfect for **beginners**, so leave your worries at the door. No prior experience is required—just your curiosity and enthusiasm. Let’s make learning fun, hands-on, and collaborative!
 
 Code available on [GitHub](https://github.com/kthaisociety/AIStudent)
 
 ---
 
 ## **Why AIStudent?**
-- **Fun & Interactive**: No boring lectures here. You'll work on real projects and learn by doing.  
-- **Beginner-Friendly**: Built for students with little to no background in AI.  
-- **Comprehensive**: Learn a bit of everything—coding, stats, data wrangling, machine learning, and even web development.  
-- **Student-Led**: Taught by experienced peers who were once in your shoes.  
 
+- **Fun & Interactive**: No boring lectures here. You'll work on real projects and learn by doing.
+- **Beginner-Friendly**: Built for students with little to no background in AI.
+- **Comprehensive**: Learn a bit of everything—coding, stats, data wrangling, machine learning, and even web development.
+- **Student-Led**: Taught by experienced peers who were once in your shoes.
 
 ---
 
+## **Course Structure**
 
-## **Course Structure**  
-
-Each week focuses on a new topic, making it easy to dive into the world of AI:  
+Each week focuses on a new topic, making it easy to dive into the world of AI:
 
 1. **Week 1: Introduction to Python**  
-   Learn the language of data science and AI. Whether you’re a coding newbie or need a refresher, we’ve got you covered.  
+   Learn the language of data science and AI. Whether you’re a coding newbie or need a refresher, we’ve got you covered.
 
 2. **Week 2: Statistics**  
-   Get to know the math behind AI with hands-on stats examples. No complicated equations, just practical fun!  
+   Get to know the math behind AI with hands-on stats examples. No complicated equations, just practical fun!
 
 3. **Week 3: Data Wrangling**  
-   Discover how to clean and prepare messy datasets—because data is never perfect.  
+   Discover how to clean and prepare messy datasets—because data is never perfect.
 
 4. **Week 4: Intro to Machine Learning**  
-   Dive into the basics of teaching computers how to learn. Think predictive models and simple algorithms!  
+   Dive into the basics of teaching computers how to learn. Think predictive models and simple algorithms!
 
 5. **Week 5: Deep Learning**  
-   Peek into the world of neural networks. It’s like teaching a computer to think—sort of.  
+   Peek into the world of neural networks. It’s like teaching a computer to think—sort of.
 
 6. **Week 6: Big Data Management**  
-   Learn how to handle huge amounts of data without pulling your hair out.  
+   Learn how to handle huge amounts of data without pulling your hair out.
 
 7. **Week 7: Web Development**  
-   Build your first AI-powered app! Who doesn’t love seeing their work live on the web?  
+   Build your first AI-powered app! Who doesn’t love seeing their work live on the web?
 
 8. **Week 8: Real-Life Applications**  
-   Explore how to use AI in the real world. By the end, you’ll create a mini project to showcase what you’ve learned.  
+   Explore how to use AI in the real world. By the end, you’ll create a mini project to showcase what you’ve learned.
 
 ---
 
-## **Schedule**  
+## **Schedule**
 
-*All sessions are Thursdays from 17:30–19:30.*  
+_All sessions are Thursdays from 17:30–19:30._
 
-Ready to dive in? AIStudent is more than a course—it’s a community of curious minds exploring the wonders of AI together. So, let’s get started and make some AI-powered magic happen!  
+Ready to dive in? AIStudent is more than a course—it’s a community of curious minds exploring the wonders of AI together. So, let’s get started and make some AI-powered magic happen!
 
----
+---

_projects/cenia.md

@@ -1,21 +1,19 @@
 ---
-layout: page  
-title: Hybrid Ecologies for AI and Society  
-description: A groundbreaking research initiative exploring the intersection of artificial intelligence, ethics, and society, in collaboration with the National Center for Artificial Intelligence (CENIA).  
+layout: page
+title: Hybrid Ecologies for AI and Society
+description: A groundbreaking research initiative exploring the intersection of artificial intelligence, ethics, and society, in collaboration with the National Center for Artificial Intelligence (CENIA).
 img: /assets/img/projects/cenia/cenia.jpeg
 importance: 2
-category: work 
+category: work
 ---
 
 The **CENIA Project** is an innovative initiative that explores the transformative role of artificial intelligence in shaping human and ecological systems. In collaboration with the **National Center for Artificial Intelligence (CENIA)**, the project delves into the interaction between AI, ethics, and societal well-being to create sustainable, responsible, and impactful technologies. The [project website](https://ecologiashibridas.cl/index.php/en/home-english/) provides further insights into the project's vision and objectives.
 
-
-
 ---
 
-## **Objective**  
+## **Objective**
 
-The project focuses on building **hybrid ecologies**, where **AI systems collaborate harmoniously with human and environmental actors**. By integrating technological advancements with societal needs, the initiative aims to foster more inclusive, ethical, and sustainable approaches to artificial intelligence.  
+The project focuses on building **hybrid ecologies**, where **AI systems collaborate harmoniously with human and environmental actors**. By integrating technological advancements with societal needs, the initiative aims to foster more inclusive, ethical, and sustainable approaches to artificial intelligence.
 
 <iframe 
 src="https://player.vimeo.com/video/964834102?h=5f7e6994e7" 
@@ -28,8 +26,9 @@ allowfullscreen>
 
 ---
 
-## **Key Contributions**  
-- Fine-tuned **Stable Diffusion** for a museum exhibit, configuring **Automatic1111** to generate theme-based art on museum hardware.  
-- Built a user interface on tablets using **HTML/CSS/JS** and **Flask**, allowing visitors to generate personalized images seamlessly.  
+## **Key Contributions**
+
+- Fine-tuned **Stable Diffusion** for a museum exhibit, configuring **Automatic1111** to generate theme-based art on museum hardware.
+- Built a user interface on tablets using **HTML/CSS/JS** and **Flask**, allowing visitors to generate personalized images seamlessly.
 
 ---

_projects/fach.md

@@ -1,48 +1,47 @@
 ---
-
-layout: page  
+layout: page
 title: 3rd Place Winner of the Chilean Air Force Hackathon
 description: An innovative solution designed to address fire detection and monitoring challenges, securing 3rd place in the prestigious Dosafíos competition.
 img: /assets/img/projects/fach/img1.jpeg
-importance: 2  
+importance: 2
 category: fun
-
 ---
 
 In the **Dosafíos competition**, we developed an innovative solution to tackle a pressing societal challenge, ultimately securing **3rd place** in this prestigious event. This experience combined problem-solving, teamwork, and technical expertise to deliver an impactful project. [Visit Dosafíos](https://dosafios.cl) to learn more about the competition.
 
-
 <div class="row">
     <div class="col-sm mt-3 mt-md-0">
         {% include figure.liquid loading="eager" path="/assets/img/projects/fach/img2.png" title="Dosafíos" class="img-fluid rounded z-depth-1" %}
     </div>
 </div>
 
-
 ---
 
 ## **What Did Our Solution Address?**
 
-Our project focused on resolving the critical issue of **forest fires**, a pressing environmental challenge. By leveraging advanced technology and innovation, we designed a solution to assist in detecting and monitoring wildfires, aiming to mitigate their impact on the environment and communities.  
+Our project focused on resolving the critical issue of **forest fires**, a pressing environmental challenge. By leveraging advanced technology and innovation, we designed a solution to assist in detecting and monitoring wildfires, aiming to mitigate their impact on the environment and communities.
 
 ---
 
-## **Competition Highlights**  
+## **Competition Highlights**
+
+1. **Challenge**:
+
+   - Address the problem of forest fires by creating a practical and innovative solution to enhance early detection and response.
+
+2. **Our Approach**:
 
-1. **Challenge**:  
-   - Address the problem of forest fires by creating a practical and innovative solution to enhance early detection and response.  
+   - Utilized **YOLO (You Only Look Once)**, a state-of-the-art object detection algorithm, to develop a system capable of identifying potential fire outbreaks in real-time.
+   - Integrated our solution with existing monitoring systems for scalability and effectiveness.
+   - Iterated rapidly based on feedback to refine our prototype for practical use.
 
-2. **Our Approach**:  
-   - Utilized **YOLO (You Only Look Once)**, a state-of-the-art object detection algorithm, to develop a system capable of identifying potential fire outbreaks in real-time.  
-   - Integrated our solution with existing monitoring systems for scalability and effectiveness.  
-   - Iterated rapidly based on feedback to refine our prototype for practical use.  
+3. **Result**:
+   - Our solution impressed the judges with its practicality and impact, earning us **3rd place** among several talented teams.
 
-3. **Result**:  
-   - Our solution impressed the judges with its practicality and impact, earning us **3rd place** among several talented teams.  
+Participating in **Dosafíos** was a valuable experience that reinforced our ability to:
 
-Participating in **Dosafíos** was a valuable experience that reinforced our ability to:  
-- Address critical environmental challenges using cutting-edge technology.  
-- Collaborate effectively within a team under time constraints.  
-- Translate ideas into actionable and impactful solutions that can help protect ecosystems and communities from the devastating effects of wildfires.  
+- Address critical environmental challenges using cutting-edge technology.
+- Collaborate effectively within a team under time constraints.
+- Translate ideas into actionable and impactful solutions that can help protect ecosystems and communities from the devastating effects of wildfires.
 
 ---

_projects/heymomo.md

@@ -1,46 +1,46 @@
 ---
-layout: page  
+layout: page
 title: HeyMomo AI Assistant
-description: HeyMomo is an AI-powered virtual assistant designed for kids, integrated with the SoyMomo Space 3.0 smartwatch, to make learning and communication fun and safe.  
+description: HeyMomo is an AI-powered virtual assistant designed for kids, integrated with the SoyMomo Space 3.0 smartwatch, to make learning and communication fun and safe.
 img: /assets/img/projects/heymomo/heymomo.png
-importance: 1  
+importance: 1
 category: work
 ---
 
-**HeyMomo** is an intelligent virtual assistant built to empower kids with a fun, educational, and safe experience. Designed as a core feature of the **SoyMomo Space 3.0 smartwatch**, HeyMomo combines advanced **AI technology** with an intuitive, child-friendly interface.  
+**HeyMomo** is an intelligent virtual assistant built to empower kids with a fun, educational, and safe experience. Designed as a core feature of the **SoyMomo Space 3.0 smartwatch**, HeyMomo combines advanced **AI technology** with an intuitive, child-friendly interface.
 
-The project was developed using cutting-edge tools and frameworks to ensure a seamless, secure, and engaging user experience for children while fostering collaboration between engineering, product, and design teams.  
+The project was developed using cutting-edge tools and frameworks to ensure a seamless, secure, and engaging user experience for children while fostering collaboration between engineering, product, and design teams.
 
 <iframe src="https://www.linkedin.com/embed/feed/update/urn:li:ugcPost:7174422181068558336" height="1447" width="504" frameborder="0" allowfullscreen="" title="Embedded post"></iframe>
 
 ---
 
-## **Key Contributions**  
+## **Key Contributions**
 
-- **Technical Development**:  
-   - Built HeyMomo using **LangChain**, **AWS**, and **Node.js/Express.js**, creating a child-friendly, interactive assistant.  
-   - Developed within an **Agile framework**, enabling rapid iteration and incorporating user feedback for continuous improvement.  
-- **Collaboration**:  
-   - Worked closely with **product managers**, **designers**, and other developers to align the assistant’s features with user needs and SoyMomo’s vision.  
-   - Ensured seamless integration of HeyMomo into the SoyMomo ecosystem.  
+- **Technical Development**:
+  - Built HeyMomo using **LangChain**, **AWS**, and **Node.js/Express.js**, creating a child-friendly, interactive assistant.
+  - Developed within an **Agile framework**, enabling rapid iteration and incorporating user feedback for continuous improvement.
+- **Collaboration**:
+  - Worked closely with **product managers**, **designers**, and other developers to align the assistant’s features with user needs and SoyMomo’s vision.
+  - Ensured seamless integration of HeyMomo into the SoyMomo ecosystem.
 
 ---
 
-## **Features**  
+## **Features**
 
 1. **Interactive Assistance**  
-   HeyMomo allows kids to ask questions about the world, get help with schoolwork, and receive age-appropriate answers curated for their needs.  
+   HeyMomo allows kids to ask questions about the world, get help with schoolwork, and receive age-appropriate answers curated for their needs.
 
 2. **Voice Interaction**  
-   Fully voice-enabled, making it accessible even to younger kids who may not yet be proficient readers or typists.  
+   Fully voice-enabled, making it accessible even to younger kids who may not yet be proficient readers or typists.
 
 3. **Personalized Reminders**  
-   Helps kids stay organized with reminders for tasks like homework, bedtime, or family events, fostering responsibility.  
+   Helps kids stay organized with reminders for tasks like homework, bedtime, or family events, fostering responsibility.
 
 4. **Entertainment and Games**  
-   Offers fun games and riddles, ensuring kids stay entertained while learning.  
+   Offers fun games and riddles, ensuring kids stay entertained while learning.
 
 5. **Secure Communication**  
-   Integrated with SoyMomo’s core features, such as safe calling and messaging, providing peace of mind to parents.  
+   Integrated with SoyMomo’s core features, such as safe calling and messaging, providing peace of mind to parents.
 
----
+---