Mitchell Chatterjee

Example Talk

Sat, 01 Jun 2030 13:00:00 +0000

Click on the Slides button above to view the built-in slides feature.

Slides can be added in a few ways:

Create slides using Hugo Blox Builder’s feature and link using slides parameter in the front matter of the talk file
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Embed your slides (e.g. Google Slides) or presentation video on this page using .

Further event details, including such as image galleries, can be added to the body of this page.

Automated Cardiovascular Arrhythmia Detection - Automated ECG

Mon, 01 Sep 2025 00:00:00 +0000

This is the official code repository accompanying the paper titled Toward Robust Automated Cardiovascular Arrhythmia Detection using Self-supervised Learning and 1-Dimensional Vision Transformers.

Abstract

This project developed a robust automated cardiovascular arrhythmia detection system using self-supervised pretraining and 1D vision transformer architectures tailored for ECG signals. The system emphasizes reliability under distribution shift and low-labeled-data regimes.

Dataset & Artifacts

Public datasets: (see repository for dataset details and preprocessing scripts)
Code:
Paper: Toward Robust Automated Cardiovascular Arrhythmia Detection using Self-supervised Learning and 1-Dimensional Vision Transformers

Methods

Self-supervised pretraining on large unlabeled ECG corpora
1D Vision Transformer fine-tuning for classification and detection
Augmentation strategies, calibration, and uncertainty estimation for safer clinical deployment

Results

Achieved state-of-the-art robustness across held-out datasets.
Demonstrated improved calibration and lower false positive rates in low-label settings.

Relevance

This work underpins my research focus on medical AI and time-series modelling, and complements my engineering work on large-scale retrieval systems by bringing rigorous evaluation and robustness-first design.

Iris AI-Powered Investigative Assistant

Wed, 01 Jan 2025 00:00:00 +0000

Project Overview

Iris is 4Sight’s AI-powered investigative assistant that helps investigators quickly uncover relevant content and patterns across datasets through a natural, conversational interface. As part of JSI’s next-generation digital intelligence platform, Iris transforms how law enforcement and intelligence agencies analyze complex investigative data.

Key Capabilities

Generative AI for Search & Discovery

Natural Language Queries: Responds to investigative questions in plain English, scanning across disparate data sources
Contextual Insights: Proactively generates context-rich insights, highlighting key entities, locations, and topics for each data item
Cross-Dataset Analysis: Identifies insights and prioritizes information across multiple data types into easily digestible summaries
Follow-up Dialogue: Seamlessly transitions into conversational experience for deeper exploration and tracing connections

Language Analytics: Automatically converts speech to actionable text, streamlines transcription and translation, identifies speakers
Vision Analytics: Analyzes vast image collections to identify objects, faces, and extract text with automated content detection
Investigative Assistance: Uses advanced generative AI large language models to provide comprehensive analysis

Technical Foundation

Core Technologies (Aligned with Experience)

Transformers & LLMs: Built on state-of-the-art large language model architectures for natural language understanding
Natural Language Processing: Advanced NLP capabilities for entity recognition, sentiment analysis, and content summarization
PyTorch & Machine Learning: Implemented using modern ML frameworks for scalable AI processing
High Performance Computing: Optimized for real-time processing and analysis of large datasets

Deployment & Security

On-Premises Architecture: All AI capabilities deployed on-premises with no data sent to third-party systems
Secure & Compliant: Built to meet current and future AI regulations, with granular access controls and complete audit logging
No Internet Required: Fully air-gapped deployment ensuring data sovereignty and security

Real-World Applications

Operational Impact

Streamlined Workflows: Automates resource-intensive manual tasks like transcription and translation
Accelerated Discovery: Quickly surfaces operationally relevant intelligence the moment it arises
Enhanced Decision-Making: Provides investigators with immediate understanding of data significance and context
Global Deployment: Active across 40+ countries supporting critical law enforcement investigations

Technical Alignment

This project leverages key technical strengths from my experience including:

Transformers & LLMs for conversational AI interfaces
Natural Language Processing for multi-language content analysis
High Performance Computing for real-time processing at scale
PyTorch and modern ML frameworks for model deployment

Learn more about JSI’s AI-powered investigative solutions: and .

Sentry AI-Powered Threat Detection System

Wed, 01 Jan 2025 00:00:00 +0000

Project Overview

Sentry is 4Sight’s always-on, AI-powered risk and threat detection tool that continuously monitors incoming and historical data for high-risk signals. As part of JSI’s expanded digital intelligence platform, Sentry transforms analysis into proactive detection, reducing noise and accelerating the insight-to-action cycle for investigative teams.

Core Capabilities

Always-On Detection & Triage

Continuous Monitoring: Monitors both incoming and historical data streams 24/7 for high-risk signals
Automatic Alerts: Surfaces anomalies and operationally relevant insights the moment they arise
No Manual Searching: Eliminates the need for manual data hunting by proactively flagging threats
Configurable Categories: Agencies can configure detection categories to align with specific investigative needs

Threat Detection Categories

Threats to Life: Immediate danger situations requiring rapid response
Narcotics References: Drug-related intelligence and trafficking indicators
Suspicious Financial Transactions: Money laundering and fraud detection
Cross-Border Crime Indicators: International criminal activity patterns

Intelligent Alerting System

Clear Explanations: All alerts include traceable explanations and supporting evidence
Contextual Intelligence: Provides clear understanding of why each alert matters
Reduced Noise: Advanced filtering to surface only operationally relevant intelligence
Faster Decision Making: Gives investigative teams valuable time to focus on critical decisions

Technical Foundation

Core Technologies (Aligned with Experience)

Time-Series Analysis: Continuous temporal pattern recognition across data streams
Machine Learning: AI-powered anomaly detection and threat classification algorithms
High Performance Computing: Real-time processing capabilities for large-scale data analysis
Event Streaming: Built for high-throughput data ingestion and processing (leveraging Kafka expertise)

Deployment Architecture

On-Premises Security: Maintains data sovereignty with secure, air-gapped deployment
Compliant AI: Designed to meet security and regulatory compliance standards
Scalable Processing: Handles vast datasets while maintaining real-time response capabilities
Integration Ready: Works seamlessly within the broader 4Sight intelligence platform

Operational Impact

Investigative Enhancement

Proactive Detection: Transforms reactive investigations into proactive threat hunting
Reduced Response Time: Accelerates detection from manual processes to automated alerts
Mission Adaptability: Flexible configuration to meet diverse investigative mission requirements
Global Deployment: Supporting law enforcement operations across 40+ countries

Workflow Optimization

Automated Triage: Reduces manual workload through intelligent threat prioritization
Noise Reduction: Filters out irrelevant data to focus on actionable intelligence
Context-Rich Alerts: Provides immediate understanding of threat significance
Seamless Integration: Works alongside other 4Sight AI capabilities like Iris and Language Analytics

Technical Alignment

This project leverages key technical strengths from my experience:

Time-Series Analysis for temporal threat pattern detection
Machine Learning for automated anomaly detection and classification
Kafka & Event Streaming for real-time data processing at scale
High Performance Computing for continuous monitoring of large datasets
A/B Testing & Evaluation for optimizing detection accuracy and reducing false positives

Real-World Applications

Sentry has been deployed to help agencies detect and respond to:

Cross-border fentanyl smuggling operations
Transnational organized crime networks
Time-sensitive threats to public safety
Complex financial crime patterns requiring immediate attention

Explore JSI’s comprehensive AI detection capabilities: and .

Toward Robust Automated Cardiovascular Arrhythmia Detection using Self-supervised Learning and 1-Dimensional Vision Transformers

Sun, 01 Sep 2024 00:00:00 +0000

Projects

Sun, 19 May 2024 00:00:00 +0000

🎉 Easily create your own simple yet highly customizable blog

Fri, 27 Oct 2023 00:00:00 +0000

Welcome 👋

Table of Contents

Overview

The Hugo Blox website builder for Hugo, along with its starter templates, is designed for professional creators, educators, and teams/organizations - although it can be used to create any kind of site
The template can be modified and customised to suit your needs. It’s a good platform for anyone looking to take control of their data and online identity whilst having the convenience to start off with a no-code solution (write in Markdown and customize with YAML parameters) and having flexibility to later add even deeper personalization with HTML and CSS
You can work with all your favourite tools and apps with hundreds of plugins and integrations to speed up your workflows, interact with your readers, and much more

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Ecosystem

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Inspiration

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Features

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Edit any type of content - Blog posts, publications, talks, slides, projects, and more!
Create content in , , or
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Integrations - , , Maps, Contact Forms, and more!
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Multi-user - Each author gets their own profile page
Privacy Pack - Assists with GDPR
Stand Out - Bring your site to life with animation, parallax backgrounds, and scroll effects
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Themes

Hugo Blox and its templates come with automatic day (light) and night (dark) mode built-in. Visitors can choose their preferred mode by clicking the sun/moon icon in the header.

for your site. Themes are fully customizable.

License

Released under the license.

🧠 Sharpen your thinking with a second brain

Thu, 26 Oct 2023 00:00:00 +0000

Create a personal knowledge base and share your knowledge with your peers.

Hugo Blox web framework empowers you with one of the most flexible note-taking capabilities out there.

Create a powerful knowledge base that works on top of a local folder of plain text Markdown files.

Use it as your second brain, either publicly sharing your knowledge with your peers via your website, or via a private GitHub repository and password-protected site just for yourself.

Mindmaps

Hugo Blox supports a Markdown extension for mindmaps.

With this open format, can even edit your mindmaps in other popular tools such as Obsidian.

Simply insert a Markdown code block labelled as markmap and optionally set the height of the mindmap as shown in the example below.

Mindmaps can be created by simply writing the items as a Markdown list within the markmap code block, indenting each item to create as many sub-levels as you need:


```markmap {height="200px"}
- Hugo Modules
- Hugo Blox
- blox-plugins-netlify
- blox-plugins-netlify-cms
- blox-plugins-reveal
```

renders as

- Hugo Modules
- Hugo Blox
- blox-plugins-netlify
- blox-plugins-netlify-cms
- blox-plugins-reveal

Anh here’s a more advanced mindmap with formatting, code blocks, and math:


```markmap
- Mindmaps
- Links
- [Hugo Blox Docs](https://docs.hugoblox.com/)
- [Discord Community](https://discord.gg/z8wNYzb)
- [GitHub](https://github.com/HugoBlox/hugo-blox-builder)
- Features
- Markdown formatting
- **inline** ~~text~~ *styles*
- multiline
text
- `inline code`
-
```js
console.log('hello');
console.log('code block');
```
- Math: $x = {-b \pm \sqrt{b^2-4ac} \over 2a}$
```

renders as

- Mindmaps
- Links
- [Hugo Blox Docs](https://docs.hugoblox.com/)
- [Discord Community](https://discord.gg/z8wNYzb)
- [GitHub](https://github.com/HugoBlox/hugo-blox-builder)
- Features
- Markdown formatting
- **inline** ~~text~~ *styles*
- multiline
text
- `inline code`
-
```js
console.log('hello');
console.log('code block');
```
- Math: $x = {-b \pm \sqrt{b^2-4ac} \over 2a}$

Highlighting

Highlight important text with mark:

<mark>Highlighted text</mark>

Callouts

Use (aka asides, hints, or alerts) to draw attention to notes, tips, and warnings.

By wrapping a paragraph in {{% callout note %}} ... {{% /callout %}}, it will render as an aside.

{{% callout note %}}
A Markdown aside is useful for displaying notices, hints, or definitions to your readers.
{{% /callout %}}

renders as

A Markdown aside is useful for displaying notices, hints, or definitions to your readers.

Or use the warning callout type so your readers don’t miss critical details:

A Markdown aside is useful for displaying notices, hints, or definitions to your readers.

📈 Communicate your results effectively with the best data visualizations

Wed, 25 Oct 2023 00:00:00 +0000

Hugo Blox is designed to give technical content creators a seamless experience. You can focus on the content and Hugo Blox handles the rest.

Use popular tools such as Plotly, Mermaid, and data frames.

Charts

Hugo Blox supports the popular format for interactive data visualizations. With Plotly, you can design almost any kind of visualization you can imagine!

Save your Plotly JSON in your page folder, for example line-chart.json, and then add the {{< chart data="line-chart" >}} shortcode where you would like the chart to appear.

Demo:

You might also find the useful.

Diagrams

Hugo Blox supports the Mermaid Markdown extension for diagrams.

An example flowchart:

```mermaid
graph TD
A[Hard] -->|Text| B(Round)
B --> C{Decision}
C -->|One| D[Result 1]
C -->|Two| E[Result 2]
```

renders as

graph TD A[Hard] -->|Text| B(Round) B --> C{Decision} C -->|One| D[Result 1] C -->|Two| E[Result 2]

An example sequence diagram:

```mermaid
sequenceDiagram
Alice->>John: Hello John, how are you?
loop Healthcheck
John->>John: Fight against hypochondria
end
Note right of John: Rational thoughts!
John-->>Alice: Great!
John->>Bob: How about you?
Bob-->>John: Jolly good!
```

renders as

sequenceDiagram Alice->>John: Hello John, how are you? loop Healthcheck John->>John: Fight against hypochondria end Note right of John: Rational thoughts! John-->>Alice: Great! John->>Bob: How about you? Bob-->>John: Jolly good!

An example class diagram:

```mermaid
classDiagram
Class01 <|-- AveryLongClass : Cool
Class03 *-- Class04
Class05 o-- Class06
Class07 .. Class08
Class09 --> C2 : Where am i?
Class09 --* C3
Class09 --|> Class07
Class07 : equals()
Class07 : Object[] elementData
Class01 : size()
Class01 : int chimp
Class01 : int gorilla
Class08 <--> C2: Cool label
```

renders as

classDiagram Class01 <|-- AveryLongClass : Cool Class03 *-- Class04 Class05 o-- Class06 Class07 .. Class08 Class09 --> C2 : Where am i? Class09 --* C3 Class09 --|> Class07 Class07 : equals() Class07 : Object[] elementData Class01 : size() Class01 : int chimp Class01 : int gorilla Class08 <--> C2: Cool label

An example state diagram:

```mermaid
stateDiagram
[*] --> Still
Still --> [*]
Still --> Moving
Moving --> Still
Moving --> Crash
Crash --> [*]
```

renders as

stateDiagram [*] --> Still Still --> [*] Still --> Moving Moving --> Still Moving --> Crash Crash --> [*]

Data Frames

Save your spreadsheet as a CSV file in your page’s folder and then render it by adding the Table shortcode to your page:

{{< table path="results.csv" header="true" caption="Table 1: My results" >}}

renders as

Table 1: My results
customer_id	score
1	0
2	0.5
3	1

👩🏼‍🏫 Teach academic courses

Tue, 24 Oct 2023 00:00:00 +0000

is designed to give technical content creators a seamless experience. You can focus on the content and the Hugo Blox Builder which this template is built upon handles the rest.

Embed videos, podcasts, code, LaTeX math, and even test students!

On this page, you’ll find some examples of the types of technical content that can be rendered with Hugo Blox.

Video

Teach your course by sharing videos with your students. Choose from one of the following approaches:

Youtube:

{{< youtube D2vj0WcvH5c >}}

Bilibili:

{{< bilibili BV1WV4y1r7DF >}}

Video file

Videos may be added to a page by either placing them in your assets/media/ media library or in your , and then embedding them with the video shortcode:

{{< video src="my_video.mp4" controls="yes" >}}

Podcast

You can add a podcast or music to a page by placing the MP3 file in the page’s folder or the media library folder and then embedding the audio on your page with the audio shortcode:

{{< audio src="ambient-piano.mp3" >}}

Try it out:

Test students

Provide a simple yet fun self-assessment by revealing the solutions to challenges with the spoiler shortcode:

{{< spoiler text="👉 Click to view the solution" >}}
You found me!
{{< /spoiler >}}

renders as

👉 Click to view the solution

You found me 🎉

Math

Hugo Blox Builder supports a Markdown extension for $\LaTeX$ math. Enable math by setting the math: true option in your page’s front matter, or enable math for your entire site by toggling math in your config/_default/params.yaml file:

features:
 math:
 enable: true

To render inline or block math, wrap your LaTeX math with $...$ or $$...$$, respectively.

Example math block:

$$
\gamma_{n} = \frac{ \left | \left (\mathbf x_{n} - \mathbf x_{n-1} \right )^T \left [\nabla F (\mathbf x_{n}) - \nabla F (\mathbf x_{n-1}) \right ] \right |}{\left \|\nabla F(\mathbf{x}_{n}) - \nabla F(\mathbf{x}_{n-1}) \right \|^2}
$$

renders as

$$\gamma_{n} = \frac{ \left | \left (\mathbf x_{n} - \mathbf x_{n-1} \right )^T \left [\nabla F (\mathbf x_{n}) - \nabla F (\mathbf x_{n-1}) \right ] \right |}{\left \|\nabla F(\mathbf{x}_{n}) - \nabla F(\mathbf{x}_{n-1}) \right \|^2}$$

Example inline math $\nabla F(\mathbf{x}_{n})$ renders as $\nabla F(\mathbf{x}_{n})$.

Example multi-line math using the math linebreak (\\):

$$f(k;p_{0}^{*}) = \begin{cases}p_{0}^{*} & \text{if }k=1, \\
1-p_{0}^{*} & \text{if }k=0.\end{cases}$$

renders as

$$ f(k;p_{0}^{*}) = \begin{cases}p_{0}^{*} & \text{if }k=1, \\ 1-p_{0}^{*} & \text{if }k=0.\end{cases} $$

Code

Hugo Blox Builder utilises Hugo’s Markdown extension for highlighting code syntax. The code theme can be selected in the config/_default/params.yaml file.

```python
import pandas as pd
data = pd.read_csv("data.csv")
data.head()
```

renders as

import pandas as pd
data = pd.read_csv("data.csv")
data.head()

Inline Images

{{< icon name="python" >}} Python

renders as

Python

Experience

Tue, 24 Oct 2023 00:00:00 +0000

Learn JavaScript

Tue, 24 Oct 2023 00:00:00 +0000

is designed to give technical content creators a seamless experience. You can focus on the content and the Hugo Blox Builder which this template is built upon handles the rest.

Embed videos, podcasts, code, LaTeX math, and even test students!

On this page, you’ll find some examples of the types of technical content that can be rendered with Hugo Blox.

Video

Teach your course by sharing videos with your students. Choose from one of the following approaches:

Youtube:

{{< youtube w7Ft2ymGmfc >}}

Bilibili:

{{< bilibili id="BV1WV4y1r7DF" >}}

Video file

Videos may be added to a page by either placing them in your assets/media/ media library or in your , and then embedding them with the video shortcode:

{{< video src="my_video.mp4" controls="yes" >}}

Podcast

You can add a podcast or music to a page by placing the MP3 file in the page’s folder or the media library folder and then embedding the audio on your page with the audio shortcode:

{{< audio src="ambient-piano.mp3" >}}

Try it out:

Test students

Provide a simple yet fun self-assessment by revealing the solutions to challenges with the spoiler shortcode:

{{< spoiler text="👉 Click to view the solution" >}}
You found me!
{{< /spoiler >}}

renders as

👉 Click to view the solution

You found me 🎉

Math

Hugo Blox Builder supports a Markdown extension for $\LaTeX$ math. You can enable this feature by toggling the math option in your config/_default/params.yaml file.

To render inline or block math, wrap your LaTeX math with {{< math >}}$...${{< /math >}} or {{< math >}}$$...$${{< /math >}}, respectively.

We wrap the LaTeX math in the Hugo Blox math shortcode to prevent Hugo rendering our math as Markdown.

Example math block:

{{< math >}}
$$
\gamma_{n} = \frac{ \left | \left (\mathbf x_{n} - \mathbf x_{n-1} \right )^T \left [\nabla F (\mathbf x_{n}) - \nabla F (\mathbf x_{n-1}) \right ] \right |}{\left \|\nabla F(\mathbf{x}_{n}) - \nabla F(\mathbf{x}_{n-1}) \right \|^2}
$$
{{< /math >}}

renders as

Example inline math {{< math >}}$\nabla F(\mathbf{x}_{n})${{< /math >}} renders as $\nabla F(\mathbf{x}_{n})$ .

Example multi-line math using the math linebreak (\\):

{{< math >}}
$$f(k;p_{0}^{*}) = \begin{cases}p_{0}^{*} & \text{if }k=1, \\
1-p_{0}^{*} & \text{if }k=0.\end{cases}$$
{{< /math >}}

renders as

$$ f(k;p_{0}^{*}) = \begin{cases}p_{0}^{*} & \text{if }k=1, \\ 1-p_{0}^{*} & \text{if }k=0.\end{cases} $$

Code

Hugo Blox Builder utilises Hugo’s Markdown extension for highlighting code syntax. The code theme can be selected in the config/_default/params.yaml file.

```python
import pandas as pd
data = pd.read_csv("data.csv")
data.head()
```

renders as

import pandas as pd
data = pd.read_csv("data.csv")
data.head()

Inline Images

{{< icon name="python" >}} Python

renders as

Python

Learn Python

Tue, 24 Oct 2023 00:00:00 +0000

is designed to give technical content creators a seamless experience. You can focus on the content and the Hugo Blox Builder which this template is built upon handles the rest.

Embed videos, podcasts, code, LaTeX math, and even test students!

On this page, you’ll find some examples of the types of technical content that can be rendered with Hugo Blox.

Video

Teach your course by sharing videos with your students. Choose from one of the following approaches:

Youtube:

{{< youtube w7Ft2ymGmfc >}}

Bilibili:

{{< bilibili id="BV1WV4y1r7DF" >}}

Video file

Videos may be added to a page by either placing them in your assets/media/ media library or in your , and then embedding them with the video shortcode:

{{< video src="my_video.mp4" controls="yes" >}}

Podcast

You can add a podcast or music to a page by placing the MP3 file in the page’s folder or the media library folder and then embedding the audio on your page with the audio shortcode:

{{< audio src="ambient-piano.mp3" >}}

Try it out:

Test students

Provide a simple yet fun self-assessment by revealing the solutions to challenges with the spoiler shortcode:

{{< spoiler text="👉 Click to view the solution" >}}
You found me!
{{< /spoiler >}}

renders as

👉 Click to view the solution

You found me 🎉

Math

Hugo Blox Builder supports a Markdown extension for $\LaTeX$ math. You can enable this feature by toggling the math option in your config/_default/params.yaml file.

To render inline or block math, wrap your LaTeX math with {{< math >}}$...${{< /math >}} or {{< math >}}$$...$${{< /math >}}, respectively.

We wrap the LaTeX math in the Hugo Blox math shortcode to prevent Hugo rendering our math as Markdown.

Example math block:

{{< math >}}
$$
\gamma_{n} = \frac{ \left | \left (\mathbf x_{n} - \mathbf x_{n-1} \right )^T \left [\nabla F (\mathbf x_{n}) - \nabla F (\mathbf x_{n-1}) \right ] \right |}{\left \|\nabla F(\mathbf{x}_{n}) - \nabla F(\mathbf{x}_{n-1}) \right \|^2}
$$
{{< /math >}}

renders as

Example inline math {{< math >}}$\nabla F(\mathbf{x}_{n})${{< /math >}} renders as $\nabla F(\mathbf{x}_{n})$ .

Example multi-line math using the math linebreak (\\):

{{< math >}}
$$f(k;p_{0}^{*}) = \begin{cases}p_{0}^{*} & \text{if }k=1, \\
1-p_{0}^{*} & \text{if }k=0.\end{cases}$$
{{< /math >}}

renders as

$$ f(k;p_{0}^{*}) = \begin{cases}p_{0}^{*} & \text{if }k=1, \\ 1-p_{0}^{*} & \text{if }k=0.\end{cases} $$

Code

Hugo Blox Builder utilises Hugo’s Markdown extension for highlighting code syntax. The code theme can be selected in the config/_default/params.yaml file.

```python
import pandas as pd
data = pd.read_csv("data.csv")
data.head()
```

renders as

import pandas as pd
data = pd.read_csv("data.csv")
data.head()

Inline Images

{{< icon name="python" >}} Python

renders as

Python

✅ Manage your projects

Mon, 23 Oct 2023 00:00:00 +0000

Easily manage your projects - create ideation mind maps, Gantt charts, todo lists, and more!

Ideation

Hugo Blox supports a Markdown extension for mindmaps.

Simply insert a Markdown code block labelled as markmap and optionally set the height of the mindmap as shown in the example below.

Mindmaps can be created by simply writing the items as a Markdown list within the markmap code block, indenting each item to create as many sub-levels as you need:


```markmap {height="200px"}
- Hugo Modules
- Hugo Blox
- blox-plugins-netlify
- blox-plugins-netlify-cms
- blox-plugins-reveal
```

renders as

- Hugo Modules
- Hugo Blox
- blox-plugins-netlify
- blox-plugins-netlify-cms
- blox-plugins-reveal

Diagrams

Hugo Blox supports the Mermaid Markdown extension for diagrams.

An example Gantt diagram:

```mermaid
gantt
section Section
Completed :done, des1, 2014-01-06,2014-01-08
Active :active, des2, 2014-01-07, 3d
Parallel 1 : des3, after des1, 1d
Parallel 2 : des4, after des1, 1d
Parallel 3 : des5, after des3, 1d
Parallel 4 : des6, after des4, 1d
```

renders as

gantt section Section Completed :done, des1, 2014-01-06,2014-01-08 Active :active, des2, 2014-01-07, 3d Parallel 1 : des3, after des1, 1d Parallel 2 : des4, after des1, 1d Parallel 3 : des5, after des3, 1d Parallel 4 : des6, after des4, 1d

Todo lists

You can even write your todo lists in Markdown too:

- [x] Write math example
 - [x] Write diagram example
- [ ] Do something else

renders as

Write math example
- Write diagram example
Do something else

Distributed Leader Election in a Ring

Mon, 01 May 2023 00:00:00 +0000

This project is an implementation of the min-max and min-max+ algorithms for distributed leader election in a ring. The example pictured above is flexible, the user can specify any ring size and any number of originators.

An example journal article

Tue, 01 Sep 2015 00:00:00 +0000

Click the Cite button above to demo the feature to enable visitors to import publication metadata into their reference management software.

Create your slides in Markdown - click the Slides button to check out the example.

Add the publication’s full text or supplementary notes here. You can use rich formatting such as including .

An example conference paper

Mon, 01 Jul 2013 00:00:00 +0000

Click the Cite button above to demo the feature to enable visitors to import publication metadata into their reference management software.

Create your slides in Markdown - click the Slides button to check out the example.

Add the publication’s full text or supplementary notes here. You can use rich formatting such as including .

Mitchell Chatterjee

Example Talk

Automated Cardiovascular Arrhythmia Detection - Automated ECG

Abstract

Dataset & Artifacts

Methods

Results

Relevance

Iris AI-Powered Investigative Assistant

Project Overview

Key Capabilities

Generative AI for Search & Discovery

Multi-Modal Processing

Technical Foundation

Core Technologies (Aligned with Experience)

Deployment & Security

Real-World Applications

Operational Impact

Technical Alignment

Sentry AI-Powered Threat Detection System

Project Overview

Core Capabilities

Always-On Detection & Triage

Threat Detection Categories

Intelligent Alerting System

Technical Foundation

Core Technologies (Aligned with Experience)

Deployment Architecture

Operational Impact

Investigative Enhancement

Workflow Optimization

Technical Alignment

Real-World Applications

Toward Robust Automated Cardiovascular Arrhythmia Detection using Self-supervised Learning and 1-Dimensional Vision Transformers

Projects

🎉 Easily create your own simple yet highly customizable blog

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Crowd-funded open-source software

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🧠 Sharpen your thinking with a second brain

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Highlighting

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📈 Communicate your results effectively with the best data visualizations

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👩🏼‍🏫 Teach academic courses

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Experience

Learn JavaScript

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Learn Python

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✅ Manage your projects