From cfde5e5787f3e8d63e68370e7cb1c6525745dc71 Mon Sep 17 00:00:00 2001 From: AchintyaX Date: Sun, 2 Dec 2018 03:41:59 +0530 Subject: [PATCH 01/14] about pandas --- PandasBasics/README.md | 11 ++++++++++- 1 file changed, 10 insertions(+), 1 deletion(-) diff --git a/PandasBasics/README.md b/PandasBasics/README.md index 85b42ac..73f74ae 100644 --- a/PandasBasics/README.md +++ b/PandasBasics/README.md @@ -1,2 +1,11 @@ +# Pandas +Pandas is a python library used for the purpose of handling datasets +machine learning involves playing with large datasets, in order to be able +to deduce inferences from the data one needs to know how to process it +how to clean it +Thats what Pandas is used for # About -The files contain the basic knowlege necessary to use Pandas which is a very important library used in machine learning +Here are some basic operations which one must know if they are getting started with machine learning, this much knowledge of handling datasets is necessary + +# Advice +This is just an introduction one shoulc definitely go through the docs of pandas to understand more functions From 775b093463a77e43ab436a45d1c8edb611dd18a3 Mon Sep 17 00:00:00 2001 From: AchintyaX Date: Mon, 3 Dec 2018 16:55:36 +0530 Subject: [PATCH 02/14] about matplotlib --- MatplotlibBasics/README.md | 7 +++++++ 1 file changed, 7 insertions(+) create mode 100644 MatplotlibBasics/README.md diff --git a/MatplotlibBasics/README.md b/MatplotlibBasics/README.md new file mode 100644 index 0000000..0e1395a --- /dev/null +++ b/MatplotlibBasics/README.md @@ -0,0 +1,7 @@ +# Why is Matplotlib is necessary +Matplotlib is necessary because it is very necessary because while assesing the perfromance of your machine learning model you need to visualize that the model is working perfectly and if it not then you need to change the parameters + +# About the Repo +here are some functions basically, plots which are highly used to while machine learning so as to analyse the data + +# What next From cba7664b8d8de3bed112198adad9bdbed526a0b7 Mon Sep 17 00:00:00 2001 From: AchintyaX Date: Mon, 3 Dec 2018 16:59:06 +0530 Subject: [PATCH 03/14] about matplotlib --- MatplotlibBasics/README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/MatplotlibBasics/README.md b/MatplotlibBasics/README.md index 0e1395a..ac4c047 100644 --- a/MatplotlibBasics/README.md +++ b/MatplotlibBasics/README.md @@ -5,3 +5,5 @@ Matplotlib is necessary because it is very necessary because while assesing the here are some functions basically, plots which are highly used to while machine learning so as to analyse the data # What next +There are various properties of the graphs that have been untouched, it would be fun if you would play with them +Also going through the documentation of the library would be helpful From c73609fcf757a6c7c99351e07cdb5c5e2e1f107c Mon Sep 17 00:00:00 2001 From: AchintyaX Date: Mon, 3 Dec 2018 17:00:45 +0530 Subject: [PATCH 04/14] Matplotlib --- MatplotlibBasics/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/MatplotlibBasics/README.md b/MatplotlibBasics/README.md index ac4c047..008f334 100644 --- a/MatplotlibBasics/README.md +++ b/MatplotlibBasics/README.md @@ -2,7 +2,7 @@ Matplotlib is necessary because it is very necessary because while assesing the perfromance of your machine learning model you need to visualize that the model is working perfectly and if it not then you need to change the parameters # About the Repo -here are some functions basically, plots which are highly used to while machine learning so as to analyse the data +Here are some functions basically, plots which are highly used to while machine learning so as to analyse the data # What next There are various properties of the graphs that have been untouched, it would be fun if you would play with them From 7f4f7087c8f1cb721ec01092f0a92254d0259c21 Mon Sep 17 00:00:00 2001 From: AchintyaX Date: Tue, 4 Dec 2018 22:39:17 +0530 Subject: [PATCH 05/14] matplotlib basics --- MatplotlibBasics/README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/MatplotlibBasics/README.md b/MatplotlibBasics/README.md index 008f334..59d378f 100644 --- a/MatplotlibBasics/README.md +++ b/MatplotlibBasics/README.md @@ -7,3 +7,4 @@ Here are some functions basically, plots which are highly used to while machine # What next There are various properties of the graphs that have been untouched, it would be fun if you would play with them Also going through the documentation of the library would be helpful +Acess the link [here](https://matplotlib.org/contents.html) \ No newline at end of file From 2d492133c9b41ba76e1b53c655d0e4003cb72e1a Mon Sep 17 00:00:00 2001 From: AchintyaX Date: Tue, 4 Dec 2018 22:42:06 +0530 Subject: [PATCH 06/14] pandas basics --- PandasBasics/README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/PandasBasics/README.md b/PandasBasics/README.md index 73f74ae..b36c03a 100644 --- a/PandasBasics/README.md +++ b/PandasBasics/README.md @@ -9,3 +9,4 @@ Here are some basic operations which one must know if they are getting started w # Advice This is just an introduction one shoulc definitely go through the docs of pandas to understand more functions +Acess the link to the documentation [here](https://pandas.pydata.org/pandas-docs/stable/) \ No newline at end of file From 04545abdd424533d6bae5d17786c0773b42a12d4 Mon Sep 17 00:00:00 2001 From: Achintya Shankhdhar <39014560+AchintyaX@users.noreply.github.com> Date: Tue, 4 Dec 2018 22:43:25 +0530 Subject: [PATCH 07/14] Update README.md --- MatplotlibBasics/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/MatplotlibBasics/README.md b/MatplotlibBasics/README.md index 59d378f..5fca74e 100644 --- a/MatplotlibBasics/README.md +++ b/MatplotlibBasics/README.md @@ -6,5 +6,5 @@ Here are some functions basically, plots which are highly used to while machine # What next There are various properties of the graphs that have been untouched, it would be fun if you would play with them -Also going through the documentation of the library would be helpful -Acess the link [here](https://matplotlib.org/contents.html) \ No newline at end of file +Also going through the documentation of the library would be helpful. +Acess the link [here](https://matplotlib.org/contents.html) From 96ad2ee83238044a11a860be4544912cee89dd71 Mon Sep 17 00:00:00 2001 From: Achintya Shankhdhar <39014560+AchintyaX@users.noreply.github.com> Date: Tue, 4 Dec 2018 22:44:02 +0530 Subject: [PATCH 08/14] Update README.md --- MatplotlibBasics/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/MatplotlibBasics/README.md b/MatplotlibBasics/README.md index 5fca74e..28cb847 100644 --- a/MatplotlibBasics/README.md +++ b/MatplotlibBasics/README.md @@ -7,4 +7,4 @@ Here are some functions basically, plots which are highly used to while machine # What next There are various properties of the graphs that have been untouched, it would be fun if you would play with them Also going through the documentation of the library would be helpful. -Acess the link [here](https://matplotlib.org/contents.html) +Access the link [here](https://matplotlib.org/contents.html) From 43066d85c192a70db19b2891e0a73625b3e8ab3c Mon Sep 17 00:00:00 2001 From: AchintyaX Date: Tue, 4 Dec 2018 22:44:40 +0530 Subject: [PATCH 09/14] pandas basics --- PandasBasics/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/PandasBasics/README.md b/PandasBasics/README.md index b36c03a..546cd13 100644 --- a/PandasBasics/README.md +++ b/PandasBasics/README.md @@ -8,5 +8,5 @@ Thats what Pandas is used for Here are some basic operations which one must know if they are getting started with machine learning, this much knowledge of handling datasets is necessary # Advice -This is just an introduction one shoulc definitely go through the docs of pandas to understand more functions -Acess the link to the documentation [here](https://pandas.pydata.org/pandas-docs/stable/) \ No newline at end of file +This is just an introduction one shoulc definitely go through the docs of pandas to understand more functions. +Access the link to the documentation [here](https://pandas.pydata.org/pandas-docs/stable/) \ No newline at end of file From 6dbad58f97a898d492e7adb253bee254c342dd72 Mon Sep 17 00:00:00 2001 From: AchintyaX Date: Wed, 5 Dec 2018 21:28:38 +0530 Subject: [PATCH 10/14] basics of scikit learn --- ScikitLearn_Basics/README.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/ScikitLearn_Basics/README.md b/ScikitLearn_Basics/README.md index e776da4..48c1132 100644 --- a/ScikitLearn_Basics/README.md +++ b/ScikitLearn_Basics/README.md @@ -2,4 +2,7 @@ Scikit Learn is a library that has APIs for building machine learning algorithms and very basic neural networks. # Why use SciKit Learn -It is a very easy to use library and it has very desscriptive documentation along with having tutorials on getting started with machine learning \ No newline at end of file +It is a very easy to use library and it has very desscriptive documentation along with having tutorials on getting started with machine learning +# What next +Scikit learn is the easiest machine learning library, and it has a very easy to go through documentation so one must definitely go through it +you can access the documentation [here](https://scikit-learn.org/stable/documentation.html) \ No newline at end of file From 93a2ecf9f3df696fb0b925a9f3d1692ace596b8c Mon Sep 17 00:00:00 2001 From: AchintyaX Date: Wed, 5 Dec 2018 21:36:16 +0530 Subject: [PATCH 11/14] basics of numpy --- NumpyBasics/README.md | 7 +++++++ 1 file changed, 7 insertions(+) create mode 100644 NumpyBasics/README.md diff --git a/NumpyBasics/README.md b/NumpyBasics/README.md new file mode 100644 index 0000000..68d8a01 --- /dev/null +++ b/NumpyBasics/README.md @@ -0,0 +1,7 @@ +# About Numpy +It is the python library to conduct easy matrix operations, matrices are used a lot in machine learning so we need numpy to handle them easily, else we have to write nested loops for even the simplest things +# NUMPY BASICS +Here I have tried to cover sum basic functions of Numpy which one must know because they are used very often. +# What Next +Go through the documentation of Numpy and implement some more functions if you like +click [here](https://docs.scipy.org/doc/numpy-1.15.0/docs/index.html) to go to the documentation page \ No newline at end of file From 28389d2d102a2b324ef9160ee384b49cef0d5be6 Mon Sep 17 00:00:00 2001 From: Achintya Shankhdhar <39014560+AchintyaX@users.noreply.github.com> Date: Thu, 6 Dec 2018 19:27:08 +0530 Subject: [PATCH 12/14] code of conduct --- CODE_OF_CONDUCT.md | 76 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 76 insertions(+) create mode 100644 CODE_OF_CONDUCT.md diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md new file mode 100644 index 0000000..b22f7cc --- /dev/null +++ b/CODE_OF_CONDUCT.md @@ -0,0 +1,76 @@ +# Contributor Covenant Code of Conduct + +## Our Pledge + +In the interest of fostering an open and welcoming environment, we as +contributors and maintainers pledge to making participation in our project and +our community a harassment-free experience for everyone, regardless of age, body +size, disability, ethnicity, sex characteristics, gender identity and expression, +level of experience, education, socio-economic status, nationality, personal +appearance, race, religion, or sexual identity and orientation. + +## Our Standards + +Examples of behavior that contributes to creating a positive environment +include: + +* Using welcoming and inclusive language +* Being respectful of differing viewpoints and experiences +* Gracefully accepting constructive criticism +* Focusing on what is best for the community +* Showing empathy towards other community members + +Examples of unacceptable behavior by participants include: + +* The use of sexualized language or imagery and unwelcome sexual attention or + advances +* Trolling, insulting/derogatory comments, and personal or political attacks +* Public or private harassment +* Publishing others' private information, such as a physical or electronic + address, without explicit permission +* Other conduct which could reasonably be considered inappropriate in a + professional setting + +## Our Responsibilities + +Project maintainers are responsible for clarifying the standards of acceptable +behavior and are expected to take appropriate and fair corrective action in +response to any instances of unacceptable behavior. + +Project maintainers have the right and responsibility to remove, edit, or +reject comments, commits, code, wiki edits, issues, and other contributions +that are not aligned to this Code of Conduct, or to ban temporarily or +permanently any contributor for other behaviors that they deem inappropriate, +threatening, offensive, or harmful. + +## Scope + +This Code of Conduct applies both within project spaces and in public spaces +when an individual is representing the project or its community. Examples of +representing a project or community include using an official project e-mail +address, posting via an official social media account, or acting as an appointed +representative at an online or offline event. Representation of a project may be +further defined and clarified by project maintainers. + +## Enforcement + +Instances of abusive, harassing, or otherwise unacceptable behavior may be +reported by contacting the project team at achintyashankhdhar@gmail.com. All +complaints will be reviewed and investigated and will result in a response that +is deemed necessary and appropriate to the circumstances. The project team is +obligated to maintain confidentiality with regard to the reporter of an incident. +Further details of specific enforcement policies may be posted separately. + +Project maintainers who do not follow or enforce the Code of Conduct in good +faith may face temporary or permanent repercussions as determined by other +members of the project's leadership. + +## Attribution + +This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4, +available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html + +[homepage]: https://www.contributor-covenant.org + +For answers to common questions about this code of conduct, see +https://www.contributor-covenant.org/faq From 03614447c471d23d3611f4a3cecb831e4daa5191 Mon Sep 17 00:00:00 2001 From: Achintya Shankhdhar <39014560+AchintyaX@users.noreply.github.com> Date: Fri, 7 Dec 2018 00:43:38 +0530 Subject: [PATCH 13/14] Create LICENSE --- LICENSE | 21 +++++++++++++++++++++ 1 file changed, 21 insertions(+) create mode 100644 LICENSE diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..46fbf72 --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2018 Achintya Shankhdhar + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. From b62df6af3f684c84b304f8907563707dc442ca85 Mon Sep 17 00:00:00 2001 From: Achintya Shankhdhar <39014560+AchintyaX@users.noreply.github.com> Date: Sat, 8 Dec 2018 23:21:11 +0530 Subject: [PATCH 14/14] About the Project --- README.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/README.md b/README.md index 160f495..b230ec7 100644 --- a/README.md +++ b/README.md @@ -15,6 +15,9 @@ for web development, for hacking, etc Also Python is a very easy language to get started with, its syntaxes are not as complicated as that of Java and it has built a pretty decent community Therefore Python got popular for machine learning +# Why use Jupyter notebook +Jupyter notebook lets you see the code and the result together, you don't have to run the code again and again to see the result there for makes it easier to understand the code from a educational point of view. +As for machine learning, in machine learning you have to train the model and that may take a lot of time to process. You don't want the processing to happen again and again, you wanna play with the weights you have obtained. So thats why we use jupyter notebook because you train the model once and then play with the results as much as you want. # TOPICS COVERED 1. Numpy 2. Pandas