Learning plan cover

Neural Networks and LLM

LEARNING PLAN

Neural Networks and LLM

This learning plan is essential for developers and data scientists looking to transition from basic machine learning to state-of-the-art generative AI. It bridges the gap between theoretical mathematics and practical implementation, making it ideal for those who want to build or fine-tune their own large language models.

ByCommunity User
2 h 53 m
12 coursesUpdated 6 days ago
Make your own neural networkNeural Networks: From Brain Biology to AI RevolutionBackpropagation: The Secret Sauce of AI12 sources

How This Learning Plan Was Made

This plan was crafted by BeFreed’s proprietary AI to help you learn Neural Networks and LLM with ease. It is curated from in-depth research on the topic and structured around the most effective learning journeys proven by BeFreed users.

Each episode delivers bite-sized, high-impact lessons distilled from world-class sources — bestselling books, research papers, and expert insights. Together, they form a sophisticated yet accessible path to mastering Neural Networks and LLM.

What You'll Learn

  • Build a strong mathematical foundation for neurons and learning algorithms
  • Implement deep learning architectures using modern software frameworks
  • Master transformer mechanics and the attention systems powering GPT models
  • Develop hands-on skills for training and deploying neural networks
  • Analyze multimodal AI systems and emerging trends in the language model field

Build a solid mathematical foundation and understand how neural networks work from the ground up, including the core concepts of neurons, layers, and learning algorithms.

Make your own neural network cover
Make your own neural network

Step-by-step guide to building neural networks for beginners.

8 m
podcast cover
source 1Fundamentals of Artificial Neural Networks and Deep LearningNeural Networks and Deep Learning: A Comprehensive Introductionsource 4
6 sources
Neural Networks: From Brain Biology to AI Revolution

Discover how artificial neural networks mimic human brains to power everything from face recognition to self-driving cars. Learn the elegant math behind machine intelligence and explore real-world applications transforming our daily lives.

11 m
podcast cover
Make Your Own Neural NetworkHands-On Machine Learning with Scikit-Learn and TensorFlowKeras Reinforcement Learning ProjectsGrasp
24 sources
Backpropagation: The Secret Sauce of AI

Discover how backpropagation enables neural networks to learn from mistakes, acting as the mathematical foundation that powers modern AI systems by efficiently calculating and adjusting thousands of internal weights.

30 m

Master the theory and practice of deep learning with hands-on experience building neural networks using modern frameworks and understanding advanced architectures.

Hands-on Machine Learning With Scikit-learn And Tensorflow cover
Hands-on Machine Learning With Scikit-learn And Tensorflow

Step-by-step guide to machine learning with Python

8 m
podcast cover
Make Your Own Neural NetworkHands-On Machine Learning with Scikit-Learn and TensorFlowPython CookbookChatGPT For Dummies
8 sources
Deep Learning: From Bicycles to Rocket Ships

Explore the evolution of neural networks from their 1965 origins through the AI winter to today's revolution, as we unpack how these brain-inspired systems are transforming technology across industries.

17 m
podcast cover
Make Your Own Neural NetworkHands-On Machine Learning with Scikit-Learn and TensorFlowKeras Reinforcement Learning ProjectsPython Cookbook
20 sources
Memory Flow: Inside RNNs

Explore how Recurrent Neural Networks maintain memory across sequences through their unique hidden state mechanism, enabling them to process sequential data in ways traditional neural networks cannot.

26 m

Understand the revolutionary transformer architecture and attention mechanisms that power modern LLMs like GPT and BERT, from mathematical foundations to real-world applications.

What Is ChatGPT Doing ... and Why Does It Work? cover
What Is ChatGPT Doing ... and Why Does It Work?

In-depth analysis of ChatGPT's AI mechanisms and effectiveness

9 m
podcast cover
source 1source 2source 3source 4
6 sources
LLM Fundamentals: Attention Is All You Need

Deep dive into how ChatGPT and large language models actually work, from the revolutionary attention mechanism to probabilistic text generation. Perfect for understanding the core concepts behind modern AI.

9 m
podcast cover
Understanding LLMs: A Comprehensive Overview from Training to InferenceMathematical Foundations of Large Language Models - MediumTransformer Architecture Explained With Self-Attention MechanismLLM Transformer Model Visually Explained
6 sources
The Mathematical Magic Behind Large Language Models

Explore how LLMs transform raw text into intelligent responses through tokenization, transformer architecture, and neural networks. From training on massive datasets to generating coherent output.

10 m

Explore advanced architectures, multimodal AI systems, and emerging trends that are shaping the future of neural networks and language models.

podcast cover
Kimi-Linear : An Expressive, Efficient Attention ArchitectureAI Just Broke the Million-Token Barrier: How Kimi Linear's 6.3Kimi Linear: An Expressive, Efficient Attention Architecture | alphaXivKimi-Linear : Bye Bye Transformers | by Mehul Gupta - Medium
6 sources
Kimi Linear: The AI Architecture Revolution

Discover how Kimi Linear's breakthrough architecture processes million-token contexts 6.3x faster while using 75% less memory, potentially ending the era of traditional Transformers through intelligent forgetting and hybrid attention mechanisms.

7 m
podcast cover
[2502.13923] Qwen2.5-VL Technical Report - arXiv[PDF] Qwen-VL: A Versatile Vision-Language Model for Understanding ...Qwen2.5 VL! Qwen2.5 VL! Qwen2.5 VL! | QwenQwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution | AI Research Paper Details
6 sources
Qwen2.5-VL: Revolutionary Vision-Language AI Breakthrough

Dive deep into cutting-edge AI that processes any resolution images, understands hour-long videos, and operates computers by sight. This isn't just another model update-it's the future of multimodal intelligence unfolding now!

29 m
AI Snake Oil cover
AI Snake Oil

Critical analysis of AI hype and reality

9 m

Users also liked

I want to learn the fundamentals of LLMs

I want to learn the fundamentals of LLMs

LEARNING PLAN

I want to learn the fundamentals of LLMs

Large Language Models are revolutionizing how we interact with technology and information. This learning plan provides essential knowledge for developers, AI enthusiasts, and professionals who want to understand LLM capabilities, limitations, and future potential, enabling them to make informed decisions about implementing and working with this transformative technology.

1 h 56 m4 Sections
deep learning, ML

deep learning, ML

LEARNING PLAN

deep learning, ML

This comprehensive path bridges the gap between foundational machine learning and cutting-edge generative AI. It is ideal for aspiring data scientists and developers looking to master everything from basic neural networks to sophisticated transformer models.

3 h 12 m4 Sections
AI, machine learning

AI, machine learning

LEARNING PLAN

AI, machine learning

This learning plan is essential for anyone looking to enter or advance in the rapidly growing field of artificial intelligence, whether you're a software developer, data professional, or career changer. It provides both the theoretical foundation and practical skills needed to build real AI systems, while also addressing the critical ethical considerations that every AI practitioner must understand. Perfect for those who want to go beyond surface-level AI knowledge and develop the expertise to create, deploy, and responsibly manage machine learning solutions.

1 h 54 m4 Sections
LLM personalization and memory

LLM personalization and memory

LEARNING PLAN

LLM personalization and memory

This learning plan is essential for AI engineers, ML practitioners, and developers who want to move beyond basic LLM usage to create truly intelligent, personalized applications. As businesses demand AI systems that understand context, remember user preferences, and adapt over time, the ability to implement memory systems and personalization techniques has become a critical competitive advantage in the AI space.

2 h 37 m4 Sections
Math for Stats, Probability & ML

Math for Stats, Probability & ML

LEARNING PLAN

Math for Stats, Probability & ML

This learning plan bridges the gap between theoretical mathematics and practical implementation in data science and AI. It is ideal for aspiring data scientists or engineers who want to move beyond using libraries and truly understand the logic driving machine learning models.

2 h 49 m4 Sections
Latest on GenAI

Latest on GenAI

LEARNING PLAN

Latest on GenAI

This learning plan is essential for professionals who need to move beyond surface-level AI awareness to strategic understanding and implementation. It's designed for business leaders, product managers, technologists, and decision-makers who want to harness generative AI effectively while understanding both its transformative potential and inherent risks.

2 h 53 m4 Sections
Learn AI and expand systems knowledge

Learn AI and expand systems knowledge

LEARNING PLAN

Learn AI and expand systems knowledge

This plan bridges the gap between theoretical AI and production-level systems engineering. It is ideal for software engineers or data scientists looking to architect and deploy scalable, AI-driven applications in real-world environments.

3 h 12 m4 Sections
Advance Beyond Beginner AI Courses

Advance Beyond Beginner AI Courses

LEARNING PLAN

Advance Beyond Beginner AI Courses

This plan bridges the gap between basic AI literacy and technical mastery for developers and data enthusiasts. It is essential for those looking to understand the 'black box' of modern models while prioritizing ethical, responsible development.

2 h 40 m4 Sections

FAQs

From Columbia University alumni built in San Francisco

BeFreed Brings Together A Global Community Of 200,000+ Curious Minds

"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

@Moemenn
platform
star
star
star
star
star

"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

@Chloe, Solo founder, LA
platform
comments
12
likes
117

"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

@Raaaaaachelw
platform
star
star
star
star
star

"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

@Matt, YC alum
platform
comments
12
likes
108

"Reading used to feel like a chore. Now it’s just part of my lifestyle."

@Erin, Investment Banking Associate , NYC
platform
comments
254
likes
17

"Feels effortless compared to reading. I’ve finished 6 books this month already."

@djmikemoore
platform
star
star
star
star
star

"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

@Pitiful
platform
comments
96
likes
4.5K

"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

@SofiaP
platform
star
star
star
star
star

"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

@Jaded_Falcon
platform
comments
201
thumbsUp
16

"It is great for me to learn something from the book without reading it."

@OojasSalunke
platform
star
star
star
star
star

"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

@Leo, Law Student, UPenn
platform
comments
37
likes
483

"Makes me feel smarter every time before going to work"

@Cashflowbubu
platform
star
star
star
star
star

"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

@Moemenn
platform
star
star
star
star
star

"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

@Chloe, Solo founder, LA
platform
comments
12
likes
117

"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

@Raaaaaachelw
platform
star
star
star
star
star

"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

@Matt, YC alum
platform
comments
12
likes
108

"Reading used to feel like a chore. Now it’s just part of my lifestyle."

@Erin, Investment Banking Associate , NYC
platform
comments
254
likes
17

"Feels effortless compared to reading. I’ve finished 6 books this month already."

@djmikemoore
platform
star
star
star
star
star

"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

@Pitiful
platform
comments
96
likes
4.5K

"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

@SofiaP
platform
star
star
star
star
star

"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

@Jaded_Falcon
platform
comments
201
thumbsUp
16

"It is great for me to learn something from the book without reading it."

@OojasSalunke
platform
star
star
star
star
star

"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

@Leo, Law Student, UPenn
platform
comments
37
likes
483

"Makes me feel smarter every time before going to work"

@Cashflowbubu
platform
star
star
star
star
star

"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

@Moemenn
platform
star
star
star
star
star

"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

@Chloe, Solo founder, LA
platform
comments
12
likes
117

"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

@Raaaaaachelw
platform
star
star
star
star
star

"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

@Matt, YC alum
platform
comments
12
likes
108

"Reading used to feel like a chore. Now it’s just part of my lifestyle."

@Erin, Investment Banking Associate , NYC
platform
comments
254
likes
17

"Feels effortless compared to reading. I’ve finished 6 books this month already."

@djmikemoore
platform
star
star
star
star
star

"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

@Pitiful
platform
comments
96
likes
4.5K

"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

@SofiaP
platform
star
star
star
star
star

"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

@Jaded_Falcon
platform
comments
201
thumbsUp
16

"It is great for me to learn something from the book without reading it."

@OojasSalunke
platform
star
star
star
star
star

"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

@Leo, Law Student, UPenn
platform
comments
37
likes
483

"Makes me feel smarter every time before going to work"

@Cashflowbubu
platform
star
star
star
star
star

See More Stories?

How people are talking about BeFreed across the web
Start your learning journey, now