학습 계획 표지

Machine Learning

학습 계획

Machine Learning

Machine learning is transforming industries across the globe, creating unprecedented demand for professionals who can develop and deploy AI solutions. This learning path provides both theoretical knowledge and practical skills needed to implement machine learning systems, making it ideal for data scientists, software engineers, and technical professionals looking to advance their careers in AI.

ByCommunity User
1 h 32 m
8 코스업데이트 12 days ago
Hands-On Machine Learning with Scikit-Learn and TensorFlowDemystifying Machine LearningThe Master Algorithm8 sources

이 학습 계획이 만들어진 방법

이 계획은 BeFreed의 독자적인 AI가 Machine Learning을 쉽게 배울 수 있도록 제작했습니다. 주제에 대한 심층 연구를 바탕으로 BeFreed 사용자들이 입증한 가장 효과적인 학습 여정을 중심으로 구성되었습니다.

각 에피소드는 세계적인 소스(베스트셀러 도서, 연구 논문, 전문가 인사이트)에서 추출한 간결하고 영향력 있는 레슨을 제공합니다. 이들이 함께 Machine Learning을 마스터하기 위한 세련되면서도 접근하기 쉬운 경로를 형성합니다.

배우게 될 내용

  • Build a solid foundation in machine learning concepts and mathematics
  • Implement and evaluate practical machine learning algorithms
  • Design and train neural networks for complex AI tasks
  • Deploy machine learning models in production environments
  • Optimize machine learning systems for enterprise-scale applications
  • Solve real-world problems using both traditional and deep learning approaches

Master the essential concepts and mathematics behind machine learning, establishing a solid foundation for understanding how algorithms learn from data and make predictions.

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
Hands-On Machine Learning with Scikit-Learn and TensorFlowMake Your Own Neural NetworkPython CookbookPython Programming for Beginners
18 sources
Demystifying Machine Learning

Explore machine learning beyond the buzzword, from its surprising 1959 origins to modern applications. Learn how computers make decisions without explicit programming and why it's revolutionizing technology.

28 m

Dive into the practical implementation of machine learning algorithms, learning how to apply them to real-world problems and understand their strengths and limitations.

The Master Algorithm cover
The Master Algorithm

An illuminating exploration of machine learning's potential to revolutionize our world through a unified, all-powerful algorithm.

10 m
podcast cover
source 1Machine Learning: Concepts, Algorithms & Real-World Applicationssource 3Introduction to Machine Learning - GeeksforGeeks
6 sources
Machine Learning: From Simple Algorithms to Neural Networks

Explore the fascinating evolution of machine learning from 1950s perceptrons to today's transformers. Discover how machines learn, practical algorithms, real-world applications, and why this field is reshaping our world.

10 m

Explore the advanced realm of deep learning, neural networks, and their architectures that power today's most sophisticated AI systems from computer vision to natural language processing.

Make Your Own Neural Network cover
Make Your Own Neural Network

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

8 m
Keras Reinforcement Learning Projects cover
Keras Reinforcement Learning Projects

Build self-learning AI agents with 9 reinforcement learning projects using Keras.

9 m

Learn how to deploy machine learning solutions at scale in production environments, addressing challenges like model optimization, monitoring, and integration with business systems.

Artificial Intelligence and Machine Learning for Business cover
Artificial Intelligence and Machine Learning for Business

Practical guide to AI and ML in business, cutting through hype and jargon.

9 m
podcast cover
A Survey on Post-training of Large Language ModelsFine-tuning large language models for domain adaptation - NatureFine-tuning and Utilization Methods of Domain-specific LLMsPEFT, LoRA & QLoRA: Smarter, Faster Fine-Tuning for Domain LLMs
6 sources
AI Post-Training for Real-World Applications

Discover how businesses are transforming AI models for specific needs through parameter-efficient fine-tuning, domain adaptation, and practical implementation strategies that deliver measurable results.

10 m

더 알아보기

Learn ML Basics 1767952269

Learn ML Basics 1767952269

학습 계획

Learn ML Basics 1767952269

Machine learning is transforming every industry from healthcare to finance, making it one of the most valuable skills in today's tech landscape. This learning plan is ideal for aspiring data scientists, software engineers looking to transition into AI, and technical professionals who want to build intelligent systems that solve real-world problems.

2 h4 섹션
Technology and AI

Technology and AI

학습 계획

Technology and AI

Artificial intelligence is rapidly transforming every industry and aspect of modern life, making AI literacy essential for professionals across all fields. This learning path is ideal for business leaders, technologists, strategists, and anyone seeking to understand both the technical foundations and strategic implications of AI. Whether you're looking to implement AI in your organization, pivot your career toward emerging technologies, or simply understand the forces shaping our future, this comprehensive program bridges the gap between technical knowledge and practical application.

2 h 19 m4 섹션
Master AI & ML for career advancement

Master AI & ML for career advancement

학습 계획

Master AI & ML for career advancement

This learning plan is designed for aspiring AI professionals who want to transition into one of the fastest-growing and highest-paying tech fields. Whether you're a complete beginner or a developer looking to specialize in AI, this structured path takes you from foundational concepts through advanced implementation skills, culminating in career-ready expertise that employers actively seek in today's AI-driven market.

1 h 58 m4 섹션
Boost AI & automation skills

Boost AI & automation skills

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Boost AI & automation skills

AI and automation are reshaping every industry, creating unprecedented opportunities for those who can harness these technologies. This learning path is essential for professionals looking to stay competitive, entrepreneurs seeking to innovate, and anyone wanting to understand and leverage the most transformative technology of our time.

1 h 50 m4 섹션
Learn Data Science Fundame...

Learn Data Science Fundame...

학습 계획

Learn Data Science Fundame...

Data science has become essential across industries as organizations increasingly rely on data-driven decision making and AI-powered solutions. This comprehensive learning path is ideal for aspiring data scientists, analysts looking to upskill, software engineers transitioning into ML roles, and business professionals seeking to leverage data for strategic advantage.

1 h 54 m4 섹션
Ai for engineers

Ai for engineers

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Ai for engineers

This learning plan is designed for engineers who want to transition into AI and machine learning roles or enhance their existing software engineering skills with practical AI capabilities. It bridges the gap between theoretical AI concepts and real-world implementation, making it ideal for software developers, data engineers, and technical professionals who need to build production-grade AI systems rather than just understanding AI at a surface level.

2 h 13 m4 섹션
AI Tech & Use Case Trends

AI Tech & Use Case Trends

학습 계획

AI Tech & Use Case Trends

As AI rapidly transforms industries and society, professionals need both technical understanding and strategic insight to leverage these technologies effectively. This learning plan equips business leaders, technologists, and decision-makers with essential knowledge to evaluate AI opportunities, implement solutions, and navigate ethical considerations in an AI-driven world.

2 h 31 m4 섹션
AI for Business & Investments

AI for Business & Investments

학습 계획

AI for Business & Investments

As AI reshapes industries at unprecedented speed, business leaders and investors need strategic knowledge to capitalize on opportunities while avoiding costly missteps. This learning path is designed for executives, entrepreneurs, and investors who need to make critical decisions about AI adoption, transformation, and investment in their organizations and portfolios.

2 h 29 m4 섹션

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"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
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star
star
star
star

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

@Jaded_Falcon
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comments
201
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"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

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