Learn more about computerscience with this collection
The importance of networking in podcasting
How to grow your podcast audience
How to monetize your podcast
Machine Learning (ML) is an integral part of Data Science (DS), that helps computers learn from data.
This process of learning from data through machine learning techniques contributes to Artificial Intelligence (AI).
Here is a quick overview and simplified steps for developing AI Models.
37
327 reads
39
321 reads
Ask the right questions.
Based on your answers, you will fall under one of the categories:
37
155 reads
ML Models are only as accurate as the data fed to them.
Important to identify the right set & format of data to ensure accuracy & relevance of the model.
Ask relevant questions:
Common formats of data are
37
106 reads
It is critical, though time consuming to clean the available data and transforming it into required formats.
Involves segmentation of data sets into training, testing and validation.
37
106 reads
For Improving Results:
37
85 reads
Primary objective of Model Testing is to improve results and minimize changes in model behavior post-deployment in real world.
Carry out multiple experiments using Training, Validation and Testing Datasets.
If model performs poorly on Training data improve the model by
If model performs poorly on Testing data - there might be overfitting, i.e. too closely fit with limited no. of data points. Then, add more data to the model.
38
64 reads
After testing the model with different datasets, validate the model performance using the business parameters defined in step 1.
Analyze if KPI's and Business Objectives of the model are achieved. If not, consider changing the model, or improving the quality and quantity of the data.
37
75 reads
After successful validation against all defined parameters, deploy the model onto planned infrastructure - cloud, edge, or on-premises environment.
Before deployment, consider the following
37
73 reads
When a model is deployed in real-world, the data fed to it is dynamic.
There can also be changes in technology, business goals or drastic real world changes like the pandemic.
It is crucial to analyze how these changes affect the model, so you can reiterate.
Consider monitoring the model for:
Continuously keep iterating the model to keep up with the changes in data, technology and business.
37
65 reads
AI models need time to be developed.
A smooth and successful model development involves a combined effort from data engineers, data scientists, ML engineers and DevOps engineers.
Proper resource allocation, project planning and management is crucial to meet the business goals and objectives.
37
92 reads
CURATED BY
The terminologies might change, the technologies might evolve, but this is the future. And that Future is already here!
“
Related Collection
MORE LIKE THIS
Ready for the next level?
Read Like a Pro
Explore the World’s
Best Ideas
Save ideas for later reading, for personalized stashes, or for remembering it later.
Start
31 IDEAS
Start
44 IDEAS
# Personal Growth
Take Your Ideas
Anywhere
Just press play and we take care of the words.
No Internet access? No problem. Within the mobile app, all your ideas are available, even when offline.
Ideas for your next work project? Quotes that inspire you? Put them in the right place so you never lose them.
Start
47 IDEAS
Start
75 IDEAS
My Stashes
Join
2 Million Stashers
4.8
5,740 Reviews
App Store
4.7
72,690 Reviews
Google Play
Sean Green
Great interesting short snippets of informative articles. Highly recommended to anyone who loves information and lacks patience.
“
Ashley Anthony
This app is LOADED with RELEVANT, HELPFUL, AND EDUCATIONAL material. It is creatively intellectual, yet minimal enough to not overstimulate and create a learning block. I am exceptionally impressed with this app!
“
Shankul Varada
Best app ever! You heard it right. This app has helped me get back on my quest to get things done while equipping myself with knowledge everyday.
“
samz905
Don’t look further if you love learning new things. A refreshing concept that provides quick ideas for busy thought leaders.
“
Jamyson Haug
Great for quick bits of information and interesting ideas around whatever topics you are interested in. Visually, it looks great as well.
“
Laetitia Berton
I have only been using it for a few days now, but I have found answers to questions I had never consciously formulated, or to problems I face everyday at work or at home. I wish I had found this earlier, highly recommended!
“
Giovanna Scalzone
Brilliant. It feels fresh and encouraging. So many interesting pieces of information that are just enough to absorb and apply. So happy I found this.
“
Ghazala Begum
Even five minutes a day will improve your thinking. I've come across new ideas and learnt to improve existing ways to become more motivated, confident and happier.
“
Read & Learn
20x Faster
without
deepstash
with
deepstash
with
deepstash
Access to 200,000+ ideas
—
Access to the mobile app
—
Unlimited idea saving & library
—
—
Unlimited history
—
—
Unlimited listening to ideas
—
—
Downloading & offline access
—
—
Personalized recommendations
—
—
FAQ
Claim Your Limited Offer
Get Deepstash Pro
Supercharge your mind with one idea per day
Enter your email and spend 1 minute every day to learn something new.
I agree to receive email updates