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2021 June-July-August - Sep Learning - Coggle Diagram
2021 June-July-August - Sep Learning
Machine learning
machine learning explained
https://mitsloan.mit.edu/ideas-made-to-matter/machine-learning-explained
Type of ML
Supervised
With labeld data
Unsupervised
With unlabeled data
Reinforced
Reward when the right decision is made
Functions of a ML system could be
Descriptive
System uses the data to explain what happened;
Predictive
Meaning the system uses the data to predict what will happen;
Prescriptive
meaning the system will use the data to make suggestions about what action to take
Machine learning is best suited when there is a lot of data
ML Associated with other subfields of AI
NLP
This allows machines to recognize language, understand it, and respond to it, as well as create new text and translate between languages
Neural Networks
Neural networks are a commonly used, specific class of machine learning algorithms.
Artificial neural networks are modeled on the human brain, in which thousands or millions of processing nodes are interconnected and organized into layers
deep learning
neural networks with many layers
How companies use ML
Examples
Netflix suggestions
Google search engine
one of the hardest problems in machine learning is figuring out what problems I can solve with machine learning
Use cases
recommendation algorithms
Image analysis and object detection
Fraud detection
identify fraudulent credit card transactions
Automatic helplines or chatbots
Self driving cars
Medical imaging and diagnostics
7 setps of machine learning
https://www.youtube.com/watch?v=nKW8Ndu7Mjw
Simon senok Session
Lesson 1 - Purpose is not your job. Your purpose should be bigger the job you wake up to
Lesson 2 - Some people see the thing they want. Some people see the thing that will prevent them from getting what they want. You can go and get what you want but cannot deny anyone else from getting what they want. You do not have to follow what other followed to get to what you want. You can do it your way.
Lesson 2 - Sometimes you are the problem. Take accountability for your actions. Whether it is right or wrong . It should be a balanced equation
Lesson 3 - You should be able to help the people around you. Give help and seek for help. No matter how strong
Lesson 4 - Learn to talk last. Skill to hold your opinion. Let others to render their opinion.
Lesson 5 - create right environment. Noah n four season vs Noah in teasers place
Lesson 6 - as you gain fame as you gain position people will treat you better. None of that meant for you. But for the position
Lesson 7 - patience. Love, job fulfillment, skill set or any other benefit will take time. Overall journey will be difficult, long. All you need to do is have the desire and will understand what inspires you
Don’t Let Perfection Be the Enemy of Productivity
productivity is about what you get done not about getting more done
Three aspects of perfectionism can interfere with your ability to prioritize the most important tasks
You’re reluctant to designate decisions as “unimportant.”
There’s an argument that, for unimportant decisions, you should either decide quickly or outsource the decision.
https://twitter.com/AdamMGrant/status/992416040159186944
Sometimes, perfectionists are so accustomed to micromanaging that it doesn’t even occur to them that any decision is unimportant
Solution
: A perfectionist can learn to love giving up control over some choices if they pay attention to how good it feels to be relieved of the decision-making burden.
You feel morally obligated to overdeliver.
for instance, you think the only way to prevent anyone from being disappointed or unhappy with you is by always exceeding expectations.
Solution
: Have a plan for how you’ll course-correct if you notice these thought patterns
Understand what it’s costing you to always aim for outperformance
You get excessively annoyed when you aren’t 100% consistent with good habits.
Example : Not willing to break your gym routine even when you are sick
Flexibility is a hallmark of psychological health
Solution
: Have a mechanism in place for checking that you’re not sticking to a habit just because you’re worshiping at the altar of self-discipline
Regularly review the opportunity cost of any activities or behaviors you diligently do to make sure they are currently the best use of your physical and mental energy
Deep Work
Article Link
https://blog.doist.com/deep-work/
Learn how to practice deep work
Choose your deep work strategy
Rhythmic deep work scheduling
Something I should start with
Journalistic deep work scheduling
Not good for beginners
Build a deep work routine
Location
Space with less distraction
Duration
determine precisely how long you are going to devote to your task
Start small with little as 15 minutes
Structure
Define what deep work looks like
Will your phone be off
Can you check internet
Can you check/ respond to slack
Can you take a break to have a drink of water?
What ever the rules are follow them explicitly
Requirements
After trying out you will figure out what is needed to make it work
Ex: Specific type of music, favourite beverage, access to specific software
Execute a grand gesture
Take a few hours completely off and work on a critical item to be completed
Take the day off go to a library and finish a few items that was being postponed
Example: Bill gates's think week
work collaboratively with others
Time spent learning from others can be explored in depth once you are in deep work mode
Can practice collaborative deep work
Operate like a Billion dollar company
Focus on wildly important
direct your effort to your most important goals
Keep your biggest objectives at the forefront of your mind
Use sticky notes to list your top priorities
Act on lead measures
Lagging measures
No of blog posts created
Lead measures
No of hours spending on blog writing
Keep a compelling scoreboards
Keep the no of hours you spent on deep work
display it somewhere to keep you motivated
create a cadence of accountability
keep word to yourself by committing to daily or weekly progress
Review the progress and assess why you fail short of your target
If you are achieving your target with ease push further
prioritise downtime
Regular resting of your brain improves the quality of the deep work
Downtime improves our thinking
downtime replenishes our ability to deep work
after work do not direct attention to high priority tasks
gathering with friends or family is more encourages
our ability to deep work is finite
Enhance your ability to do deep work
Make focus your default mode
Schedule time for internet and other non important work
Set up time to respond emails rather than living in your inbox
If you get stuck and need to go online and check something resist the urge and carry on or switch to another offline activity
Add the pressure of time
Set yourself time limits to finish tasks
This helps to focus more on deep work
Make space for deep thinking
productive meditation
Choose a period which you are occupied physically not mentally - walking, jogging, driving or showering
Focus your attention on a single well defined professional problem
2-3 times a week as per newport
Practice memory games
practice memorizing a deck of cards
Learn a song or poem by heart
Eliminate Digital Distractions
Choose your digital tool set wisely
move away from any benefit approach to craftsman approach
Identify core factors that determine your success and happiness personally and professionally
Selects the tools if it only positively impacts these factors
Eliminate the tools that has no positive impact
stop using social media
Self imposed social media ban for 30 days
Review how you felt and what did you achieve
Find alternatives for digital entertainments such as watching TV, check FB, watch YT videos
learning a music instrument
Reading a good book
Gardening
Cooking
Purge Shallow work from your life
schedule your work methodically
Batch similar shallow tasks together
Common issues
You incorrectly estimate how long a task would take
New tasks arising displacing the planned ones
These should not frustrate you. Review these and plan better in the future using learning
have overflow conditional blocks where you add buffer slots if you do not know how long a task will take
Example
Assign shallow and deep grades to your work
Does this work require focused attention?
Does this work require specialised training, knowledge or experience
Does this task create new value in the world
Would this task difficult to replicate
Categories
Get your boss on board with deep work
share the idea with him and get the support
Discuss shallow to deep ratio to structure your time
Limit your work day
Embrace fixed schedule productivity
Constraint yourself to typical eight hour work day
Be ruthless in choosing where to spend time
Make yourself inaccessible
Do more when you send or respond to emails
Reduce the back end forth emails by sending more thorough and complete correspondance
Dont Respond
Not every email landing in your inbox need a response
dont respond to messages..
If it is ambiguous and otherwise make it hard for you to generate a reasonable response
It is not a question or a proposal that interest you
Nothing really good happen if you did respond and nothing really bad happen if you did not
Start your deep work practice
Start using the deep work template
Feynman Learning Technique
Choose a concept to learn
It should be small and specific enough
Teach it to yourself or someone else
Reading is not understanding
Your understanding should be sufficient enough to teach someone else
Start by teaching yourself without referring to the text book(s) or or your notes
Teaching helps you sharpen your knowledge based on the questions you receive
Levels of understanding
Teach youself
Teach others
Ask them to teach back to you so you know they have understood properly
If they cannot explain back properly your teaching might be too complex. Try to make it simpler
Use plain language
Debate with friends on the concepts
Write a blog or tweet thread
speak at a conference
Return to source materal if you get stuck
Learning is iterative
Learning something challenging that will take a several attempts
Actively engaging in learning that will keep refreshing your knowledge
You expand your knowledge base - capacity to learn increases
Simplify your explanations and use analogies
Simplicity is proxy of understanding
Analogies are easier to explain and recall
Source for the article
https://blog.doist.com/feynman-technique/
Salesforce - Dreamforce
Ecoprenaur
