#Active Learning

[bienditt]

-- study tips!

this'll be a bit of a longer post. during my time working at my learning center, we were taught to help students implement these strategies to have more effective study sessions. below the cut i explain all of them in a little bit more detail so hopefully you all will be able to try some of them out as the school year takes off!

music

how easy is it to remember the lyrics to a catchy song you hear all the time on the radio? even if it's not a song you particularly like, the chorus can wiggle its way into your memory. try transforming the concept you're learning into the lyrics to a song you already know.

visualization

everything happens twice: once in your mind and once in reality. try to visualize the concepts you're learning.

metaphor, analogy, simile

this method can be used to connect the unfamiliar with the familiar. (blank) is like (blank).

reciprocal teaching

this method is my favorite. grab a classmate, friend, family member (anyone that will listen really) and explain the concepts you're learning to them. encourage them to ask you questions to get yourself doing some critical thinking. we remember 90% of what we teach to someone else.

roleplay

motivate yourself to more actively participate in your learning. put yourself in the shoes of your professor and make practice tests, or in the mind of whoever discovered the concepts you're learning.

writing

we remember what we write much more than things that we simply read or even type. writing connects the brain and the body.

story telling

it is easy for the brain to remember stories with a beginning, middle, and end. this method works great for concepts that are processes. turn your concept into a little story.

mnemonic devices

mnemonic devices include acronyms and acrostics. these are great for remembering lists.

visuals

there's a reason textbooks these days have so many pictures! images help the brain remember and connect new information with something you may have seen before.

movement

motion connects the brain and the body. make easy to remember motions to go along with the concepts you're learning.

graphic organizers

graphic organizers are another one of my favorite study methods. mind mapping helps to better organize the concepts you're learning and makes it easier to connect key points.

drawing

drawing and making diagrams helps to further visualize and organize information.

games

games help lower stress and increase retention. things like kahoots, quizlet live, matching games (etc.) can help you enjoy studying a little more.

projects

project based learning is a very active learning strategy. think of things like science fair projects. when professors assign projects try your best to put your all into it.

field trips

field trips are another way to lower stress and increase retention. visiting museums dedicated to what you're learning is a great way to boost your interest and morale.

work study

getting more intimately involved in your field of study greatly increases your critical thinking skills surrounding it. for many fields this looks like getting involved in research, TA'ing, or becoming a tutor.

humor

what's more memorable than a good joke?

discussion

this method is a lot like reciprocal teaching. find a classmate, or someone else how has about the same level of understanding and talk about the concepts you're leaning.

manipulatives

there's a strong connection between what our hands hold and brains comprehend. manipulatives includes anything that can be touched and handled, like science models or interactive kits.

technology

using technology can look like a million different things, such as using apps to facilitate learning (like quizlet or duolingo).

i hope someone can find even one of these things useful as they continue with their academic journey. feel free to leave me any questions comments or concerns!

[richardtheteacher]

10 Tips to Help High School Students Achieve High Performance

An article by Richard James Rogers (Award-Winning Author of The Quick Guide to Classroom Management and The Power of Praise: Empowering Students Through Positive Feedback). This blog post is illustrated by Pop Sutthiya Lertyongphati. Success in high school is not just about hard work: it’s about working smart, using proven strategies that boost learning, memory, and motivation. Here are 10…

[frank-olivier]

Bayesian Active Exploration: A New Frontier in Artificial Intelligence

The field of artificial intelligence has seen tremendous growth and advancements in recent years, with various techniques and paradigms emerging to tackle complex problems in the field of machine learning, computer vision, and natural language processing. Two of these concepts that have attracted a lot of attention are active inference and Bayesian mechanics. Although both techniques have been researched separately, their synergy has the potential to revolutionize AI by creating more efficient, accurate, and effective systems.

Traditional machine learning algorithms rely on a passive approach, where the system receives data and updates its parameters without actively influencing the data collection process. However, this approach can have limitations, especially in complex and dynamic environments. Active interference, on the other hand, allows AI systems to take an active role in selecting the most informative data points or actions to collect more relevant information. In this way, active inference allows systems to adapt to changing environments, reducing the need for labeled data and improving the efficiency of learning and decision-making.

One of the first milestones in active inference was the development of the "query by committee" algorithm by Freund et al. in 1997. This algorithm used a committee of models to determine the most meaningful data points to capture, laying the foundation for future active learning techniques. Another important milestone was the introduction of "uncertainty sampling" by Lewis and Gale in 1994, which selected data points with the highest uncertainty or ambiguity to capture more information.

Bayesian mechanics, on the other hand, provides a probabilistic framework for reasoning and decision-making under uncertainty. By modeling complex systems using probability distributions, Bayesian mechanics enables AI systems to quantify uncertainty and ambiguity, thereby making more informed decisions when faced with incomplete or noisy data. Bayesian inference, the process of updating the prior distribution using new data, is a powerful tool for learning and decision-making.

One of the first milestones in Bayesian mechanics was the development of Bayes' theorem by Thomas Bayes in 1763. This theorem provided a mathematical framework for updating the probability of a hypothesis based on new evidence. Another important milestone was the introduction of Bayesian networks by Pearl in 1988, which provided a structured approach to modeling complex systems using probability distributions.

While active inference and Bayesian mechanics each have their strengths, combining them has the potential to create a new generation of AI systems that can actively collect informative data and update their probabilistic models to make more informed decisions. The combination of active inference and Bayesian mechanics has numerous applications in AI, including robotics, computer vision, and natural language processing. In robotics, for example, active inference can be used to actively explore the environment, collect more informative data, and improve navigation and decision-making. In computer vision, active inference can be used to actively select the most informative images or viewpoints, improving object recognition or scene understanding.

Timeline:

1763: Bayes' theorem

1988: Bayesian networks

1994: Uncertainty Sampling

1997: Query by Committee algorithm

2017: Deep Bayesian Active Learning

2019: Bayesian Active Exploration

2020: Active Bayesian Inference for Deep Learning

2020: Bayesian Active Learning for Computer Vision

The synergy of active inference and Bayesian mechanics is expected to play a crucial role in shaping the next generation of AI systems. Some possible future developments in this area include:

- Combining active inference and Bayesian mechanics with other AI techniques, such as reinforcement learning and transfer learning, to create more powerful and flexible AI systems.

- Applying the synergy of active inference and Bayesian mechanics to new areas, such as healthcare, finance, and education, to improve decision-making and outcomes.

- Developing new algorithms and techniques that integrate active inference and Bayesian mechanics, such as Bayesian active learning for deep learning and Bayesian active exploration for robotics.

Dr. Sanjeev Namjosh: The Hidden Math Behind All Living Systems - On Active Inference, the Free Energy Principle, and Bayesian Mechanics (Machine Learning Street Talk, October 2024)

Saturday, October 26, 2024

[chandrashaker]

Productivity:10 Study Tips for Improved Productivity

Are you looking to improve your productivity in studies? In this article, we will share 10 study tips that will help you maximize your study sessions and achieve better results.

Are you looking to improve your productivity in studies? Whether you’re a student preparing for exams or someone seeking to enhance your learning skills, implementing effective study techniques can significantly improve your productivity and retention. In this article, we will share 10 study tips that will help you maximize your study sessions and achieve better results. #1 Create a Study…

[indiadiries]

Enhancing Study Concentration: Techniques for Academic Success

Introduction:In today’s fast-paced world, maintaining focus and concentration while studying can be a challenging task. However, the ability to concentrate is essential for effective learning and achieving academic success. This article aims to provide valuable techniques and strategies that can help individuals enhance their study concentration. Create a conducive study environment:Establishing…

[bodyofbrilliance]

Mastering the Art of Rapid Skill Acquisition

[newsepick]

Quiet Thinkers of Classrooms | Collaborative Learning Environment | Newsepick

In most classrooms, the fastest answers often steal the spotlight. But what about the quiet thinkers? The ones who pause to process, reflect deeply, and speak with intention? At Newsepick, we believe learning isn’t a race to respond— It’s a space to grow, question, and contribute in your own way. ✨ Every voice carries value. ✨ Quiet reflection is a form of brilliance. ✨ Real participation means making room for every kind of learner. It’s time to rethink what it means to be heard. Let’s make learning louder— Not with more noise, but with more inclusion. Explore - https://app.newsepick.com/community/all 📧 support@newsepick.com 🌐 https://newsepick.com/ 📞 +91 9903999574

[nova-moon13]

[brightmindswhyteavedaycare]

Play-based learning is a fundamental part of early childhood education that helps children grow and develop through interactive, hands-on experiences. In a daycare in Edmonton, Canada, children have the chance to engage in activities that spark creativity, imagination, and problem-solving. This type of learning is essential because it allows children to explore new concepts and skills in a natural and enjoyable way, without the pressure of traditional academic settings.

[what-stheword]

Keep Learning

I weep with sorrow; encourage me by your word. (NLT) Psalm 119:28

This faith journey never ends. We are called to learn from our God, study his word, and take the counsel of others so we can keep growing until we breathe our last breath. Open your heart and ask him what he is wanting to teach you in this season.

[ecartwright362]

📖➡️💃 Explores how books inspire action, creativity, and physical engagement. 🧠✨ Whether it's learning dance, practicing yoga, or starting a new fitness routine, discover the transformative power of written words turning into motion. 🌟📚

[richardtheteacher]

Richard James Rogers, award-winning author and pedagogical expert, describes the process of interleaving. Rogers is the first person ever to describe generalisable rules for applying interleaving in the secondary classroom.

[tsusbengaluru]

What is child-centered education? How does it aid holistic development?

What is child-centered education? How does it aid holistic development?

Parents today have high expectations from schools. They want their children to not just excel academically but also to become well-rounded individuals. Students, too, have their own aspirations. They want to learn at their own pace, explore their interests, and have fun while doing it. Recognizing these needs, schools are increasingly adopting flexible methods and customising activities to cater to each child’s unique learning style. This is why there is an importance of child-centered education across India.

Importance of child-centered education in schools gains momentum

The Shri Ram Universal School, is one of the best CBSE schools in Bengaluru that has a hands-on approach towards child-centered education. It meets parental approval in several ways.

This blog explains how the teachers and staff are at the forefront of modernising this new system.

Understanding the need for a holistic approach

Child-centered education is a pedagogical approach that focuses on the needs, interests, and abilities of the child. It prioritises the holistic development of the child, encompassing their physical, emotional, social, and cognitive growth.

Key characteristics of child-centered learning approaches include:

Learner-focused environment: The classroom is designed to meet the individual needs of each child.

Active learning: Children are encouraged to explore, experiment, and discover through hands-on activities.

Collaboration: Students work together to solve problems and share ideas.

Respect for individual differences: The teacher acknowledges and values each child’s unique learning style and pace.

Holistic development: Emphasis on physical, emotional, social, and cognitive growth.

Holistic child development begins in early school life

Holistic child development goes beyond the classroom

Today holistic education is beneficial to all students. We understand that besides the core academics children learn to adjust in society. Our teachers play a big role in this approach. When a child can be emotional, ethical, and social it will be good for the society as well. A single child reflecting on the action can have a positive effect on the growth as a human being.

Beyond academics, child-centered education also focuses on life skills. In our school we add and support the following ways:

Cultivating soft skills for students like communication, problem-solving, and critical thinking.

The timetables are flexible, allowing for a balance of academic subjects and activities that foster creativity and physical development.

Exposure to extra-curricular activities like music, art, and sports further contributes to the child’s overall growth.

As one of the Best CBSE schools in Bengaluru, we keep evolving with the needs of the students.

Why is this approach so important?

Child-centered learning approaches empower children to be active participants in their learning journey. They can get exposure to: 

Self-discovery and identity formation: Children explore their interests and strengths.

Responsibility: They take ownership of their learning and behaviour.

Social skills: They learn to cooperate, share, and empathise with others.

Emotional intelligence: They develop self-awareness, empathy, and resilience.

Risk-taking and problem-solving: They are encouraged to explore new ideas and find solutions. 

A good modern school like ours embraces the principles of child-centered education. By nurturing the whole child, these schools equip students with the knowledge, skills, and values needed to thrive in an ever-changing world. They prepare them not just for exams, but for life.

[reallybadblackoutpoems]

meditations on first philosophy (1641) - rene descartes

"who give a shit"

[egophiliac]

don't think I'm not still obsessing over 7-12