What does a #DataScientist need to consider on a machine learning project?

Via: @cedeeplearning
Credit goes to: http://blog.bidmotion.com
also check our other social media handles:
https://linktr.ee/cedeeplearning

🔹Coding Deep Learning For Beginners

https://towardsdatascience.com/coding-deep-learning-for-beginners-types-of-machine-learning-b9e651e1ed9d

via: @cedeeplearning

Example of deep learning #algorithms for #clustering

link: https://www.datasciencecentral.com/profiles/blogs/deep-learning-definition-resources-comparison-with-machine-learni?overrideMobileRedirect=1

Via: @cedeeplearning

#Supervised ML VS #Unsupervised ML

In Supervised learning, you #train the machine using data which is well #"labeled." Unsupervised learning is a machine learning technique, where you do not need to supervise the model. Supervised learning allows you to collect data or produce a data output from the previous experience.

via: @cedeeplearning

🔹R vs Python: Which One is Better for Data Science?

link: https://statanalytica.com/blog/r-vs-python/
#R
#Python
#Data_science

via: @cedeeplearning

🔹Machine Learning tips and tricks #cheatsheet
Bias: The #bias of a model is the difference between the expected #prediction and the correct model that we try to predict for given data points.

Variance: The #variance of a model is the variability of the model prediction for given data points.

Bias/variance #tradeoff: The simpler the model, the higher the bias, and the more complex the model, the higher the variance.

from: stanford.edu
via: @cedeeplearning

🔹Deep Learning #Cheatsheet

Activation function: #Activation functions are used at the end of a hidden unit to introduce #non-linear #complexities to the model. Here are the most common ones

from: stanford.edu
via: @cedeeplearning

🔹What is Data Mining?
#Data_mining is a process of extracting the hidden #predictive information from the extensive database. Data mining is used by the organization to turn #raw_data into useful information.

link: https://statanalytica.com/data-mining-assignment-help

via: @cedeeplearning

🔹Top 10 Guidelines for a Successful Business Intelligence Strategy in 2020

📌 Via: @cedeeplearning

link: https://www.predictiveanalyticstoday.com/top-guidelines-for-a-successful-business-intelligence/

#business_intelligence
#Strategy
#implementation
#insight

🔹Understanding the Data Science Lifecycle

📌 Via: @cedeeplearning

link: http://sudeep.co/data-science/Understanding-the-Data-Science-Lifecycle/

#data_science
#life_cycle
#machinelearning

🔻How Does a Data Management Platform Work?

More than half of marketing organizations have deployed a marketing data management platform, yet confusion remains about what these solutions do — and what they don’t.

📌 Via: @cedeeplearning

link: https://www.gartner.com/en/marketing/insights/articles/how-does-a-data-management-platform-work

#data_management
#platform
#DMP

🔹85 Incredible
Data Visualization Examples
Although all kinds of these plots can be made using python or BI Tools like Power BI as well.

📌 Via: @cedeeplearning

link: https://piktochart.com/data-visualization-examples/

#visualisation
#matplotlib
#python
#powerbi

🔹Statistics Vs. Machine Learning

As an organization’s information infrastructure matures, the most appropriate next step is to begin adding advanced analytics. We use the specific term advanced analytics with purpose in this context for two few reasons:

🔻It assumes migration from historical analytics into current and future based analytics
🔻It encompasses statistical analysis as well as machine learning

📌 Via: @cedeeplearning

link: https://www.rocketsource.co/blog/machine-learning-models/

#statistics
#machinelearning
#modeling

🔹Successfully Deploying Machine Learning Models
There are various opinions and assertions out there regarding the end-to-end process of building and deploying predictive models. We strongly assert that the deployment process is not a process at all — it’s a lifecycle. Why? It’s an infinite process of iterations and improvements. Model deployment is in no way synonymous with model completion.

📌 Via: @cedeeplearning

link: https://www.rocketsource.co/blog/machine-learning-models/

#end_to_end
#deployment
#machine_learning

🔻 Massively Scaling Reinforcement Learning with SEED RL

Reinforcement learning (RL) has seen impressive advances over the last few years as demonstrated by the recent success in solving games such as Go and Dota 2. Models, or agents, learn by exploring an environment, such as a game, while optimizing for specified goals. However, current RL techniques require increasingly large amounts of training to successfully learn even simple games, which makes iterating research and product ideas computationally expensive and time consuming.

📌 Via: @cedeeplearning

link: https://ai.googleblog.com/

#reinforcement
#RL
#deep_learning
#architecture
#training

🔻 Open Images V6 — Now Featuring Localized Narratives

Open Images is the largest annotated image dataset in many regards, for use in training the latest deep #convolutional #neural_networks for #computer_vision tasks. With the introduction of version 5 last May, the Open Images dataset includes 9M images annotated with 36M image-level labels, 15.8M bounding boxes, 2.8M instance #segmentations, and 391k visual relationships. Along with the dataset itself, the associated Open Images Challenges have spurred the latest advances in #object_detection, instance segmentation, and visual relationship detection.

📌 Via: @cedeeplearning

link: https://ai.googleblog.com/search?updated-max=2020-03-11T09:00:00-07:00&max-results=10

#image_detection
#machinelearning
#deeplearning

🔹How Conversational AI creates new business cases

The era of conversational artificial intelligence is rapidly changing the business of both traditional websites and mobile applications. What are, then, the benefits of “conversational AI” that new business systems can offer? Well, to begin with: it seems that voice and dialogue interfaces are finally ripe to compete against traditional ones.

📌 Via: @cedeeplearning

link: https://chatbotsmagazine.com/how-conversational-ai-create-new-business-cases-aed0740903c0

#AI
#business_case
#chatbot
#machine_learning