dr3s

A tutorial on fine-tuning DeepSeek R1 for medical applications and integrating DSPy for reinforcement learning.

This tutorial will be structured for AI/ML engineers and medical professionals, covering:

Introduction: Overview of DeepSeek R1 and DSPy in medical AI.
Features & Benefits: Key advantages of this approach.
Warnings & Considerations: Potential risks and limitations.
Installation & Setup: Environment configuration and dependencies.
Dataset Preparation: Selecting and formatting medical datasets.
Fine-tuning DeepSeek R1: Using LoRA with Unsloth for efficient training.

DeepSeek R1 Distill: Complete Tutorial for Deployment & Fine-Tuning

This guide shows how to deploy an uncensored DeepSeek R1 Distill model to Google Cloud Run with GPU support and how to perform a basic, functional fine-tuning process. The tutorial is split into:

Environment Setup
FastAPI Inference Server
Docker Configuration
Google Cloud Run Deployment
Fine-Tuning Pipeline (Cold Start, Reasoning RL, Data Collection, Final RL Phase)

Keybase proof

I hereby claim:

I am dr3s on github.
I am dr3s (https://keybase.io/dr3s) on keybase.
I have a public key ASC6C_y2ZfAEDM3a37sGqOKEt9x62K2F2XRLzN7DB1R4Ggo

To claim this, I am signing this object:

Keybase proof

I hereby claim:

I am dr3s on github.
I am dr3s (https://keybase.io/dr3s) on keybase.
I have a public key ASAr_jA7eYmtKL0emQW7F7Ed_GiebkQp3pWmviNFB5LNTgo

To claim this, I am signing this object:

	# SPARC Agentic Development Rules

	Core Philosophy

	1. Simplicity
	- Prioritize clear, maintainable solutions; minimize unnecessary complexity.

	2. Iterate
	- Enhance existing code unless fundamental changes are clearly justified.

	---
	version: "2.1"
	services:
	unifi-controller:
	image: lscr.io/linuxserver/unifi-controller:7.2.94
	container_name: unifi-controller
	environment:
	- PUID=1000
	- PGID=1000
	- TZ=America/New_York

	# Encoding: UTF-8
	# Cookbook Name::logstash-wolfe
	# Attribute:: default
	#
	node.override[:logstash][:server][:inputs] = [
	:file => {
	:path => [
	"/var/log/*.log"
	],
	:tags => [


	name = 'server'

	# the logstash agent instance
	logstash_instance name do
	action :create
	end

	# the service that manages the instance
	logstash_service name do