From d538deb798176bba86e30fb1945c633a3b18c67c Mon Sep 17 00:00:00 2001 From: mrudhvika940 Date: Sun, 15 Mar 2020 21:23:31 +0530 Subject: [PATCH] Updated feedback links for all experiments --- src/lab/Experiments.html | 2 +- src/lab/Feedback.html | 4 +- src/lab/Introduction.html | 2 +- src/lab/Prerequisites.html | 2 +- src/lab/Related Courses.html | 2 +- src/lab/Software Needed.html | 2 +- src/lab/exp1/Experiment.html | 4 +- src/lab/exp1/Experiment.html~ | 231 ---------------------------- src/lab/exp1/Feedback.html | 6 +- src/lab/exp1/FurtherReadings.html | 4 +- src/lab/exp1/Introduction.html | 4 +- src/lab/exp1/Objective.html | 4 +- src/lab/exp1/Procedure.html | 4 +- src/lab/exp1/Quizzes.html | 4 +- src/lab/exp1/Theory.html | 4 +- src/lab/exp10/Experiment.html | 4 +- src/lab/exp10/Feedback.html | 6 +- src/lab/exp10/FurtherReadings.html | 4 +- src/lab/exp10/Introduction.html | 4 +- src/lab/exp10/Objective.html | 4 +- src/lab/exp10/Procedure.html | 4 +- src/lab/exp10/Quizzes.html | 4 +- src/lab/exp10/Theory.html | 4 +- src/lab/exp2/Experiment.html | 4 +- src/lab/exp2/Feedback.html | 6 +- src/lab/exp2/FurtherReadings.html | 4 +- src/lab/exp2/Introduction.html | 4 +- src/lab/exp2/Objective.html | 4 +- src/lab/exp2/Procedure.html | 4 +- src/lab/exp2/Quizzes.html | 4 +- src/lab/exp2/Theory.html | 4 +- src/lab/exp3/Experiment.html | 4 +- src/lab/exp3/Experiment.html~ | 231 ---------------------------- src/lab/exp3/Feedback.html | 6 +- src/lab/exp3/FurtherReadings.html | 4 +- src/lab/exp3/Introduction.html | 4 +- src/lab/exp3/Objective.html | 4 +- src/lab/exp3/Procedure.html | 4 +- src/lab/exp3/Quizzes.html | 4 +- src/lab/exp3/Theory.html | 4 +- src/lab/exp4/Experiment.html | 4 +- src/lab/exp4/Experiment.html~ | 231 ---------------------------- src/lab/exp4/Feedback.html | 6 +- src/lab/exp4/FurtherReadings.html | 4 +- src/lab/exp4/Introduction.html | 4 +- src/lab/exp4/Objective.html | 4 +- src/lab/exp4/Procedure.html | 4 +- src/lab/exp4/Quizzes.html | 4 +- src/lab/exp4/Theory.html | 4 +- src/lab/exp5/Experiment.html | 4 +- src/lab/exp5/Experiment.html~ | 234 ----------------------------- src/lab/exp5/Feedback.html | 6 +- src/lab/exp5/FurtherReadings.html | 4 +- src/lab/exp5/Introduction.html | 4 +- src/lab/exp5/Objective.html | 4 +- src/lab/exp5/Procedure.html | 4 +- src/lab/exp5/Quizzes.html | 4 +- src/lab/exp5/Theory.html | 4 +- src/lab/exp6/Experiment.html | 4 +- src/lab/exp6/Experiment.html~ | 232 ---------------------------- src/lab/exp6/Feedback.html | 6 +- src/lab/exp6/FurtherReadings.html | 4 +- src/lab/exp6/Introduction.html | 4 +- src/lab/exp6/Objective.html | 4 +- src/lab/exp6/Procedure.html | 4 +- src/lab/exp6/Quizzes.html | 4 +- src/lab/exp6/Theory.html | 4 +- src/lab/exp6/content.html~ | 132 ---------------- src/lab/exp6/index.html~ | 77 ---------- src/lab/exp7/Experiment.html | 4 +- src/lab/exp7/Experiment.html~ | 230 ---------------------------- src/lab/exp7/Feedback.html | 6 +- src/lab/exp7/FurtherReadings.html | 4 +- src/lab/exp7/Introduction.html | 4 +- src/lab/exp7/Objective.html | 4 +- src/lab/exp7/Procedure.html | 4 +- src/lab/exp7/Quizzes.html | 4 +- src/lab/exp7/Theory.html | 4 +- 78 files changed, 143 insertions(+), 1741 deletions(-) delete mode 100644 src/lab/exp1/Experiment.html~ delete mode 100644 src/lab/exp3/Experiment.html~ delete mode 100644 src/lab/exp4/Experiment.html~ delete mode 100644 src/lab/exp5/Experiment.html~ delete mode 100644 src/lab/exp6/Experiment.html~ delete mode 100755 src/lab/exp6/content.html~ delete mode 100755 src/lab/exp6/index.html~ delete mode 100644 src/lab/exp7/Experiment.html~ diff --git a/src/lab/Experiments.html b/src/lab/Experiments.html index 7a8c2f75..68c94062 100644 --- a/src/lab/Experiments.html +++ b/src/lab/Experiments.html @@ -186,7 +186,7 @@

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- Feedback + Feedback support@vlabs.ac.in diff --git a/src/lab/Feedback.html b/src/lab/Feedback.html index 48fa0dd4..67f14503 100644 --- a/src/lab/Feedback.html +++ b/src/lab/Feedback.html @@ -98,7 +98,7 @@

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- Feedback + Feedback support@vlabs.ac.in diff --git a/src/lab/Introduction.html b/src/lab/Introduction.html index 4408b0f8..e0203e76 100644 --- a/src/lab/Introduction.html +++ b/src/lab/Introduction.html @@ -160,7 +160,7 @@

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- Feedback + Feedback support@vlabs.ac.in diff --git a/src/lab/Prerequisites.html b/src/lab/Prerequisites.html index 7105e10b..a3e4a078 100644 --- a/src/lab/Prerequisites.html +++ b/src/lab/Prerequisites.html @@ -146,7 +146,7 @@

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- Feedback + Feedback support@vlabs.ac.in diff --git a/src/lab/Related Courses.html b/src/lab/Related Courses.html index 9b855061..2d554b8d 100644 --- a/src/lab/Related Courses.html +++ b/src/lab/Related Courses.html @@ -145,7 +145,7 @@

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- Feedback + Feedback support@vlabs.ac.in diff --git a/src/lab/Software Needed.html b/src/lab/Software Needed.html index 29bc0c45..54461a5e 100644 --- a/src/lab/Software Needed.html +++ b/src/lab/Software Needed.html @@ -149,7 +149,7 @@

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- Feedback + Feedback support@vlabs.ac.in diff --git a/src/lab/exp1/Experiment.html b/src/lab/exp1/Experiment.html index 4ddc1329..ad0382f0 100644 --- a/src/lab/exp1/Experiment.html +++ b/src/lab/exp1/Experiment.html @@ -144,7 +144,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp1/Experiment.html~ b/src/lab/exp1/Experiment.html~ deleted file mode 100644 index 57d1a4b6..00000000 --- a/src/lab/exp1/Experiment.html~ +++ /dev/null @@ -1,231 +0,0 @@ - - - - - - - - - - - Welcome to Virtual Labs - A MHRD Govt of india Initiative - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff --git a/src/lab/exp1/Feedback.html b/src/lab/exp1/Feedback.html index 382de4e0..0bceec37 100644 --- a/src/lab/exp1/Feedback.html +++ b/src/lab/exp1/Feedback.html @@ -95,7 +95,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp1/FurtherReadings.html b/src/lab/exp1/FurtherReadings.html index 739086c6..70a6c32a 100644 --- a/src/lab/exp1/FurtherReadings.html +++ b/src/lab/exp1/FurtherReadings.html @@ -147,7 +147,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp1/Introduction.html b/src/lab/exp1/Introduction.html index 825678b9..9e780aab 100644 --- a/src/lab/exp1/Introduction.html +++ b/src/lab/exp1/Introduction.html @@ -146,7 +146,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp1/Objective.html b/src/lab/exp1/Objective.html index 2592d9c9..e54f7662 100644 --- a/src/lab/exp1/Objective.html +++ b/src/lab/exp1/Objective.html @@ -144,7 +144,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp1/Procedure.html b/src/lab/exp1/Procedure.html index 35043c31..0b8f8643 100644 --- a/src/lab/exp1/Procedure.html +++ b/src/lab/exp1/Procedure.html @@ -161,7 +161,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp1/Quizzes.html b/src/lab/exp1/Quizzes.html index 16f0d6d4..da27b42e 100644 --- a/src/lab/exp1/Quizzes.html +++ b/src/lab/exp1/Quizzes.html @@ -147,7 +147,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp1/Theory.html b/src/lab/exp1/Theory.html index fe23a72e..3236de07 100644 --- a/src/lab/exp1/Theory.html +++ b/src/lab/exp1/Theory.html @@ -181,7 +181,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp10/Experiment.html b/src/lab/exp10/Experiment.html index 082d77fa..152fba8c 100644 --- a/src/lab/exp10/Experiment.html +++ b/src/lab/exp10/Experiment.html @@ -141,7 +141,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp10/Feedback.html b/src/lab/exp10/Feedback.html index c8ca8434..9395c365 100644 --- a/src/lab/exp10/Feedback.html +++ b/src/lab/exp10/Feedback.html @@ -94,7 +94,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp10/Introduction.html b/src/lab/exp10/Introduction.html index 88b275b8..592b36e9 100644 --- a/src/lab/exp10/Introduction.html +++ b/src/lab/exp10/Introduction.html @@ -138,7 +138,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp10/Objective.html b/src/lab/exp10/Objective.html index ac6a9828..76f81e92 100644 --- a/src/lab/exp10/Objective.html +++ b/src/lab/exp10/Objective.html @@ -142,7 +142,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp10/Procedure.html b/src/lab/exp10/Procedure.html index 981ff3c5..73fad8e9 100644 --- a/src/lab/exp10/Procedure.html +++ b/src/lab/exp10/Procedure.html @@ -142,7 +142,7 @@

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- Feedback + Feedback support@vlabs.ac.in @@ -219,4 +219,4 @@

- \ No newline at end of file + diff --git a/src/lab/exp10/Quizzes.html b/src/lab/exp10/Quizzes.html index 53b1845e..62c77d26 100644 --- a/src/lab/exp10/Quizzes.html +++ b/src/lab/exp10/Quizzes.html @@ -170,7 +170,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp10/Theory.html b/src/lab/exp10/Theory.html index f6253ae1..e719998e 100644 --- a/src/lab/exp10/Theory.html +++ b/src/lab/exp10/Theory.html @@ -152,7 +152,7 @@

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- Feedback + Feedback support@vlabs.ac.in @@ -228,4 +228,4 @@

- \ No newline at end of file + diff --git a/src/lab/exp2/Experiment.html b/src/lab/exp2/Experiment.html index 28b6f23a..9efd339b 100644 --- a/src/lab/exp2/Experiment.html +++ b/src/lab/exp2/Experiment.html @@ -146,7 +146,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp2/Feedback.html b/src/lab/exp2/Feedback.html index ed81e59d..528ab74f 100644 --- a/src/lab/exp2/Feedback.html +++ b/src/lab/exp2/Feedback.html @@ -95,7 +95,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp2/FurtherReadings.html b/src/lab/exp2/FurtherReadings.html index 4ce2a88b..acac7530 100644 --- a/src/lab/exp2/FurtherReadings.html +++ b/src/lab/exp2/FurtherReadings.html @@ -147,7 +147,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp2/Introduction.html b/src/lab/exp2/Introduction.html index cf877abf..06b6495c 100644 --- a/src/lab/exp2/Introduction.html +++ b/src/lab/exp2/Introduction.html @@ -146,7 +146,7 @@

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- Feedback + Feedback support@vlabs.ac.in @@ -223,4 +223,4 @@

- \ No newline at end of file + diff --git a/src/lab/exp2/Objective.html b/src/lab/exp2/Objective.html index 8a74e0cc..3a32a371 100644 --- a/src/lab/exp2/Objective.html +++ b/src/lab/exp2/Objective.html @@ -143,7 +143,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp2/Procedure.html b/src/lab/exp2/Procedure.html index cfad4e85..3914cefe 100644 --- a/src/lab/exp2/Procedure.html +++ b/src/lab/exp2/Procedure.html @@ -162,7 +162,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp2/Quizzes.html b/src/lab/exp2/Quizzes.html index 752179ec..865642c6 100644 --- a/src/lab/exp2/Quizzes.html +++ b/src/lab/exp2/Quizzes.html @@ -294,7 +294,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp2/Theory.html b/src/lab/exp2/Theory.html index 8b807239..b5dbef2c 100644 --- a/src/lab/exp2/Theory.html +++ b/src/lab/exp2/Theory.html @@ -153,7 +153,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp3/Experiment.html b/src/lab/exp3/Experiment.html index 0cdada5e..407b5b97 100644 --- a/src/lab/exp3/Experiment.html +++ b/src/lab/exp3/Experiment.html @@ -144,7 +144,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp3/Experiment.html~ b/src/lab/exp3/Experiment.html~ deleted file mode 100644 index e684fb54..00000000 --- a/src/lab/exp3/Experiment.html~ +++ /dev/null @@ -1,231 +0,0 @@ - - - - - - - - - - - Welcome to Virtual Labs - A MHRD Govt of india Initiative - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff --git a/src/lab/exp3/Feedback.html b/src/lab/exp3/Feedback.html index 5975bc30..ca6f9f10 100644 --- a/src/lab/exp3/Feedback.html +++ b/src/lab/exp3/Feedback.html @@ -95,7 +95,7 @@

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Linear Perceptron

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- \ No newline at end of file + diff --git a/src/lab/exp3/Introduction.html b/src/lab/exp3/Introduction.html index 659317d3..af5b97b1 100644 --- a/src/lab/exp3/Introduction.html +++ b/src/lab/exp3/Introduction.html @@ -142,7 +142,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp3/Objective.html b/src/lab/exp3/Objective.html index 414161ed..5e31211e 100644 --- a/src/lab/exp3/Objective.html +++ b/src/lab/exp3/Objective.html @@ -143,7 +143,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp3/Procedure.html b/src/lab/exp3/Procedure.html index 8d75160b..6a1f4b9b 100644 --- a/src/lab/exp3/Procedure.html +++ b/src/lab/exp3/Procedure.html @@ -154,7 +154,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp3/Theory.html b/src/lab/exp3/Theory.html index 3fd455bd..dd836908 100644 --- a/src/lab/exp3/Theory.html +++ b/src/lab/exp3/Theory.html @@ -145,7 +145,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp4/Experiment.html b/src/lab/exp4/Experiment.html index 0a9eedd0..dee3f255 100644 --- a/src/lab/exp4/Experiment.html +++ b/src/lab/exp4/Experiment.html @@ -144,7 +144,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp4/Experiment.html~ b/src/lab/exp4/Experiment.html~ deleted file mode 100644 index 791fc176..00000000 --- a/src/lab/exp4/Experiment.html~ +++ /dev/null @@ -1,231 +0,0 @@ - - - - - - - - - - - Welcome to Virtual Labs - A MHRD Govt of india Initiative - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff --git a/src/lab/exp4/Feedback.html b/src/lab/exp4/Feedback.html index 982ab6fc..469bf006 100644 --- a/src/lab/exp4/Feedback.html +++ b/src/lab/exp4/Feedback.html @@ -95,7 +95,7 @@

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- \ No newline at end of file + diff --git a/src/lab/exp4/FurtherReadings.html b/src/lab/exp4/FurtherReadings.html index ee2ef484..1db4327f 100644 --- a/src/lab/exp4/FurtherReadings.html +++ b/src/lab/exp4/FurtherReadings.html @@ -144,7 +144,7 @@

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MLE: Learning the Classifier from Data

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-MLE: Learning the Classifier from Data -

- -
-

Introduction

-

In the previous experiment, we learned about how to generate a classifier, given - models for each of the classes, using the Bayes Rule. The next goal is to learn such - a classifier, automatically, given a set of labelled samples from each of the possible - classes.

-
- -
-

Theory

- -Consider the following quote from a 2000 article in the Economist on the Bayesian Approach -[link]: - -

"The essence of the Bayesian approach is to provide a mathematical rule explaining -how you should change your existing beliefs in the light of new evidence. In -other words, it allows us to combine new data with their existing knowledge or -expertise. The canonical example is to imagine that a precocious newborn observes -his first sunset, and wonders whether the sun will rise again or not. He assigns -equal prior probabilities to both possible outcomes, and represents this by placing -one white and one black marble into a bag. The following day, when -the sun rises, the child places another white marble in the bag. The -probability that a marble plucked randomly from the bag will be white (i.e., the -child's degree of belief in future sunrises) has thus gone from a half to two-thirds. -After sunrise the next day, the child adds another white marble, and the probability -(and thus the degree of belief) goes from two-thirds to three-quarters. And so on. -Gradually, the initial belief that the sun is just as likely as not to rise each -morning is modified to become a near-certainty that the sun will always -rise."

- -

In terms of classification, the Bayes theorem allows us to combine prior probabilities, -along with observed evidence to arrive at the posterior probability. More or less, conditional -probabilities represent the probability of an event occurring given evidence. To better -understand, Bayes Theorem can be derived from the joint probability of -A and B (i.e. P(A,B)) as -follows:

-
-

ole.gif

-
- -

where -P(A|B) is referred to as the posterior; -P(B|A) -is known as the likelihood, P(A) -is the prior -and P(B) -is generally the evidence and is used as a scaling factor. Therefore, it is handy to -remember Bayes Rule as:

- -

ole1.gif

- -

 These terms will be discussed a little later.

- -
- -
-

Objective

-

The high level goals of the experiment are: -

    -
  1. 1: To understand the computation of likelihood of a class, given a sample.
    2. -
  2. 2: To understand the the use of density/distribution functions to model a class.
    3. -
  3. 3: To understand the effect of prior probabilities in Bayesian classification.
    4. -
  4. 4: To understand how two (or more) density functions interact in the feature space to - decide a decision boundary between classes.
    5. -
  5. 4: To understand how the decision boundary varies based on nature of the density functions.
    6. -
-

-
- - -
-

Procedure

-

.

-

Stage 1:

-
    -
  1. Set the default parameters and click the generate button; Observe the - dataset for multiple instances of samples.
    2. -
  2. Click the estimate button to compute the mean and covariance of the generated samples; - Observe the mismatch between the two. Repeat the process for multiple sets of samples generated - from the same distribution and observe the variations in the estimate
    3. -
- -

Stage 2:

-
    -
  1. Repeat the above procedure for the different values for the number of generated samples.
    2. -
  2. Plot a graph between the average error, and number of samples
    3. -
  3. Note down your inferences regarding the graph
    4. -
- -

Stage 3:

-
    -
  1. Generate your own dataset by clicking on the plot area. Note that the distribution - need not be similar to a normal density.
    2. -
  2. Estimate the mean and covarance matrices
    3. -
  3. Note down your inferences regarding the error committed if you assume the - distribution to be normal.
    4. -
- -
- -
-

Experiment

- Click here to open the Experiment -
-
- -

Quiz

-

Answer the questions provided at the end of the writeup HERE. - Some of the questions require you to do minimal amount of programming. You are encouraged to - try out variants of the goals mentioned in the programming questions. -

-
- -
-

Further Readings

- -
- diff --git a/src/lab/exp6/index.html~ b/src/lab/exp6/index.html~ deleted file mode 100755 index 0a45fcf6..00000000 --- a/src/lab/exp6/index.html~ +++ /dev/null @@ -1,77 +0,0 @@ - - - - - PR Virtual Lab | Experiment 5: Bayesian Classification - - - - - - - - - - -
-
-

Bayesian Classification

-
- -
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- -
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Data Clustering: K-means, MST based

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