Random Forest Approach

Random Forest Approach

• Formation of many decision trees by trying different combinations
• Best output is accepted on Voting
• Noise Automatically Removed

DOCTORS / MEDICAL PRACTITIONERS

Every doctor tells the patient after giving medicine that come after 2-3 days. By this way, the doctors hit-and-trial different combinations. This is Random Forest Approach

Medicine-1:        X       Y       Z       Come after 2 days

Medicine-2:        X       W      Z       Come after 2 days

Patient OK

Another Patient: X      W      Z

Patient OK

Finally the doctor counts the highest occurrences of X and Z in each

https://youtu.be/xJu-hlJ3TAg

Using Tabula for Extraction of Tables from PDF Files

Data Tables or Comparison Tables from PDF files can be copied or can be extracted using Tabula Software. It is free and open source software available on http://tabula.technology/

Any type of data tables can be fetched using Tabula

https://youtu.be/NvcTIZ2Je50

https://youtu.be/tJNUx1ecDqk

Free Datasets For Research on IEEE Data Port

IEEE Provides free datasets for Research in Multiple Domains. These datasets are benchmark datasets and can be used by the researchers, academicians, data scientists and professors for the research work.

Categories of the Datasets include the following

• Computational Intelligence 
• Computer Vision 
• Standards Research Data 
• Social Sciences 
• Sensors 
• Cloud Computing 
• Astronomy 
• IoT 
• Demographic 
• Ecology 
• Reliability 
• Signal Processing 
• Other 
• Financial 
• Communications 
• Geoscience and Remote Sensing 
• Environmental 
• Biomedical and Health Sciences 
• Power and Energy 
• Machine Learning 
• Biophysiological Signals 
• Security 
• Image Processing 
• Image Fusion 
• Artificial Intelligence

https://www.youtube.com/watch?v=nnGgJzoz6dI

https://www.youtube.com/watch?v=AhdABTEUvz4

Data Lake Vs. Data Warehouse

Data Lake is one of the key terms in Data Science and Analytics. Data Lake is having the data in structured or unstructured format or in whatever format it is available. In case of data warehouse, the dataset is already cleaned and pre-processed

There are many other differences

Secure Your Private Information | WhatsApp Security | E-mail Security

Now days, the privacy breach attempts are increasing globally because of opening the unknown links received on E-mail, WhatsApp or SMS.

We should not click on the unknown hyperlinks to secure the privacy and to avoid the leakage of our location, IP address and many other parameters

Writing Keywords In A Research Paper

Keywords Writing in a Research Paper is very important before sending to the conferences or journals. Here are some examples, how to write the good keywords in a research paper

Title: An Effective Approach for Liver Disease Diagnosis using Deep Learning (Computer Science)

Keywords: Approach for Liver Disease, Algorithm for Liver Disease Diagnosis, Deep Learning, Effective Algorithm for Medical Diagnosis

Title: Security Aspects with Usage of Internet Banking in North India (Management)

Keywords: Internet Banking, Security in Internet Banking, Security Mechanism in Net Banking, Security Aspects in Internet Banking

Title: Avoidance Mechanism of Wormhole Attacks using Soft Computing (Electronics)

Keywords: Avoidance of Wormhole Attack, Network Security, Wormhole Attacks, Soft Computing, Soft Computing based Wormhole Detection

Title: Socio Cultural Analysis of Literature in the Works of Munshi Premchand (English Literature)

Keywords: Munshi Premchand, Socio Cultural Analysis, Socio Cultural Literature, Works of Munshi Premchand

Benchmark Datasets for Research

For research in machine learning, deep learning, statistical analytics, there is need to work on the datasets.

For actual corporate or social research, the data should be collected from primary sources.

For Academic Research, in most of the cases, the Benchmark Datasets are used so that the authenticity can be proved.

Actual Datasets from Primary Data Collection: (CORPORATE / SOCIAL RESEARCH)

• Academic Research generally it is not acceptable.
• X Ray Images taken from hospital
• Flowers Images from Rose Gardens or any other location
• No benchmarking / testing is done

Pre-Built Benchmark Datasets (ONLY FOR ACADEMIC)

o IRIS, Titanic Ship

• UCI
• Kaggle
• data.gov.in