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28 changes: 14 additions & 14 deletions README.md
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---
layout: home
title: "AC215: MLOps, LLMOps & AIOps - Productionizing AI Systems"
title: "E115: MLOps, LLMOps & AIOps - Productionizing AI Systems"
nav_exclude: true
permalink: /:path/
seo:
type: Course
name: "AC215: MLOps & LLMOps Course"
name: "E115: MLOps & LLMOps Course"
description: "Learn MLOps, LLMOps, and AIOps fundamentals. Master production AI systems, LLM deployment, and machine learning operations at Harvard."
keywords: "MLOps, LLMOps, AIOps, machine learning operations, LLM deployment, AI systems, production AI"
---

# **MLOps & LLMOps: Production AI Systems** - AC215
# **MLOps & LLMOps: Production AI Systems** - E115
{:.no_toc}

## Table of contents
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## Course Introduction

In today's AI-driven world, building a robust deep learning model is only half the journey. The real challenge often lies in bringing this model to life in the form of an application that's scalable, maintainable, and ready for real-world deployment. Welcome to AC215: Productionizing AI (Machine Learning Operations), where we will traverse the complex landscape of Machine Learning Operations, with a special focus on Large Language Models (LLMs). This course has been meticulously curated to provide a holistic understanding of the complete deep learning workflow, from refining your models to deploying them in production environments.
In today's AI-driven world, building a robust deep learning model is only half the journey. The real challenge often lies in bringing this model to life in the form of an application that's scalable, maintainable, and ready for real-world deployment. Welcome to E115: Productionizing AI (Machine Learning Operations), where we will traverse the complex landscape of Machine Learning Operations, with a special focus on Large Language Models (LLMs). This course has been meticulously curated to provide a holistic understanding of the complete deep learning workflow, from refining your models to deploying them in production environments.

We will dive deep into topics like containerization, cloud functions, data pipelines, and advanced training workflows, with specific emphasis on LLMs. You will learn how to utilize LLM APIs effectively, host APIs, fine-tune LLMs for specific tasks, adapt them to various domains, and build applications around them. Our objective is not only to help you grasp these concepts but also to empower you to build and deploy scalable AI applications. We will delve into the particular intricacies of LLMs and their applications in real-world scenarios.

Expand Down Expand Up @@ -156,16 +156,16 @@ The heart of this course is experiential learning. We fervently believe that you

| Milestone | Weight |
| ------------------------------------------------------------ | ------ |
| [MS1](https://harvard-iacs.github.io/2024-AC215/milestone1/) | 4 |
| [MS2](https://harvard-iacs.github.io/2024-AC215/milestone2/) | 10 |
| [MS3](https://harvard-iacs.github.io/2024-AC215/milestone3/) | 25 |
| [MS4](https://harvard-iacs.github.io/2024-AC215/milestone4/) | 14 |
| [MS5](https://harvard-iacs.github.io/2024-AC215/milestone5/) | 35 |
| [HW1](https://harvard-iacs.github.io/2024-AC215/HW1/) | 4 |
| [HW2](https://harvard-iacs.github.io/2024-AC215/HW2/) | 4 |
| [HW3](https://harvard-iacs.github.io/2024-AC215/HW3/) | 4 |
| [MS1](https://harvard-iacs.github.io/2024-E115/milestone1/) | 4 |
| [MS2](https://harvard-iacs.github.io/2024-E115/milestone2/) | 10 |
| [MS3](https://harvard-iacs.github.io/2024-E115/milestone3/) | 25 |
| [MS4](https://harvard-iacs.github.io/2024-E115/milestone4/) | 14 |
| [MS5](https://harvard-iacs.github.io/2024-E115/milestone5/) | 35 |
| [HW1](https://harvard-iacs.github.io/2024-E115/HW1/) | 4 |
| [HW2](https://harvard-iacs.github.io/2024-E115/HW2/) | 4 |
| [HW3](https://harvard-iacs.github.io/2024-E115/HW3/) | 4 |

For more information about the projects and milestones, you can either click the links provided above or visit the [project page](https://harvard-iacs.github.io/2024-AC215/projects/).
For more information about the projects and milestones, you can either click the links provided above or visit the [project page](https://harvard-iacs.github.io/2024-E115/projects/).


## Course Policies
Expand All @@ -175,7 +175,7 @@ For more information about the projects and milestones, you can either click the

- **ED Forum:** Post questions related to course content, or technical issues on the ED forum. This encourages peer learning and allows teaching staff to address common concerns. We regularly monitor the forum to provide guidance.
- **Office Hours:** Attend office hours if you need personalized assistance or in-depth explanations.
- **Teaching Staff Helpline:** For matters specific to the teaching staff, please send your queries to ac215[email protected].
- **Teaching Staff Helpline:** For matters specific to the teaching staff, please send your queries to E115[email protected].
- **Email the Instructor:** For private or individual concerns, please feel free to directly email the instructor.

2. **Deadline Policy:**
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10 changes: 5 additions & 5 deletions _config.yml
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# you will see them accessed via {{ site.title }}, {{ site.github_repo }}, and so on.
# You can create any custom variable you would like, and they will be accessible
# in the templates via {{ site.myvariable }}.
title: AC215
tagline: AC215 - Fall 2024
description: AC215 - Fall 2024
title: E115
tagline: E115 - Fall 2024
description: E115 - Fall 2024
author: Rashmi Banthia
# baseurl: '/just-the-class' # the subpath of your site, e.g. /blog
# url: 'https://kevinl.info' # the base hostname & protocol for your site, e.g. http://example.com
Expand All @@ -32,8 +32,8 @@ aux_links:
- 'https://canvas.harvard.edu/courses/136127'
Ed:
- 'https://edstem.org/us/courses/58478/discussion/'
AC215 on GitHub:
- 'https://github.com/Harvard-IACS/2024-AC215'
E115 on GitHub:
- 'https://github.com/Harvard-IACS/2024-E115'
footer_content:

# Collections for website data
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# Calendar


![Schedule](/assets/images/AC215 - Schedule.svg)
![Schedule](/assets/images/E115 - Schedule.svg)

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**Is there a class GitHub repository?**

Indeed. You can find it at [https://github.com/Harvard-IACS/2024-AC215](https://github.com/Harvard-IACS/2024-AC215).
Indeed. You can find it at [https://github.com/Harvard-IACS/2024-E115](https://github.com/Harvard-IACS/2024-E115).

**Is it necessary for me to be present for the live lectures?**

While university policies require all AC215 students to attend the lectures, we don’t officially record attendance. Attendance is crucial for earning late days should you wish to utilize during the semester (See [Course Policies](https://harvard-iacs.github.io/2024-AC215/#course-policies))
While university policies require all E115 students to attend the lectures, we don’t officially record attendance. Attendance is crucial for earning late days should you wish to utilize during the semester (See [Course Policies](https://harvard-iacs.github.io/2024-E115/#course-policies))

It’s worth mentioning that all lectures are videotaped, so you can watch them later if you can’t attend. However, missing the live sessions means you’ll miss the opportunity for real-time interaction with the instructors and your classmates.

**Can I view the video recordings for the course?**

Absolutely. All students enrolled in AC215 will have access to video recordings.
Absolutely. All students enrolled in E115 will have access to video recordings.

**Can I audit this class?**

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Expand Up @@ -18,7 +18,7 @@ By the end of this milestone, teams will have built foundational elements for th

- Due date: Oct 18th

### [Template Repository](https://github.com/ac2152024/ac2152024_template/tree/milestone2)
### [Template Repository](https://github.com/E1152024/E1152024_template/tree/milestone2)

### Objectives:

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### **Additional Resources**
- **Template Repository:**
[AC215 Milestone 3 Template Repository](https://github.com/ac2152024/ac2152024_template/tree/milestone3)
[E115 Milestone 3 Template Repository](https://github.com/E1152024/E1152024_template/tree/milestone3)

- **Presentation Tips:**
- Keep slides concise; avoid overcrowding with text.
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Expand Up @@ -14,7 +14,7 @@ Milestone 4 focuses on developing, testing, and deploying a user-facing applicat


### Template Repository
[Milestone 4 Template](https://github.com/ac2152024/ac2152024_template/tree/milestone4)
[Milestone 4 Template](https://github.com/E1152024/E1152024_template/tree/milestone4)


### Objectives:
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