GAN and Variational Autoencoders

GAN and Variational Autoencoders Generative Adversarial Networks and Variational Autoencoders I am looking for a Machine Learning Engineer who can confidently teach me the foundations (the deep mathematical concepts) and the applications of GANs and Variational Autoencoders. 

GAN and Variational Autoencoders
Image result for Variational Autoencoders

The successful tutor will have applied these technologies numerous times in various ways.

GAN and Variational Autoencoders up-to-date research

They will have a firm grasp of not only the mathematical concepts, up to date research, and deep learning frameworks (preferably Keras).
Tutoring would be weekly and I would be wanting the sessions to be packed full of useful information. I’m happy to do many tutoring sessions but they should not drag on. I like to be given lots of information that has been well prepared.
These are some of the subjects I want to Master:
– Loading in data (using a range of methods)
– Gaining a sharp intuition for correctly shaping and inputting data structures
– Creating the architecture
– Saving models
– Generating new samples from the models
– Using EC2 and SW3 from AWS
– + bonus points for applying these to actual websites, apps, GUIs
– Using the latest tools for the purposes of deep learning and GANs
Some of the projects I expect to be highly competent at:
Generating images from model in which I’ve supplied my own data
– Generating music (not expecting it to sound good!)
– Reconstruction of images/deblurring
– Google deep dream type project
Generating other kinds of data

GAN and Variational Autoencoders Interesting projects

If the successful tutor does a good job I will provide bonuses on a monthly basis.
Project Type: Ongoing project
You will be asked to answer the following questions when submitting a proposal:
Please link me to relevant, interesting projects that you’ve done. Include any blog posts, linkedin profile, videos, papers that you’ve created/published. Convey as much as possible how you would work to mmaximize my learning experience.

Compare IR and UV Traversing Air

Compare IR and UV Traversing Air IR and UV – Compare IR and UV traversing air in terms of velocity, wavelength, and energy.

Compare IR and UV Traversing Air
Compare IR and UV Traversing Air

Also include some uses for IR and UV that you have researched. it should be a double spaced, one page entry with one inch margins, 12pt font. References (with whatever format you are comfortable using)should be included at the end of your paper. it should be a double spaced, one page entry with one inch margins, 12pt font.

Compare IR and UV Traversing Air References and Format

References (with whatever format you are comfortable using)should be included at the end of your paper. it should be a double spaced, one page entry with one inch margins, 12pt font. References (with whatever format you are comfortable using)should be included at the end of your paper. it should be a double spaced, one page entry with one inch margins, 12pt font. References (with whatever format you are comfortable using)should be included at the end of your paper. it should be a double spaced, one page entry with one inch margins, 12pt font. References (with whatever format you are comfortable using)should be included at the end of your paper. Also include some uses for IR and UV that you have researched. it should be a double spaced, one page entry with one inch margins, 12pt font. References (with whatever format you are comfortable using)should be included at the end of your paper.

Compare IR and UV Traversing Air Guidelines

it should be a double spaced, one page entry with one inch margins, 12pt font. References (with whatever format you are comfortable using)should be included at the end of your paper. it should be a double spaced, one page entry with one inch margins, 12pt font. References (with whatever format you are comfortable using)should be included at the end of your paper.

Duchamp’s Bicycle Wheel and its influence in Dadaism

Duchamp’s Bicycle Wheel and its influence in Dadaism Research paper on Duchamp’s Bicycle Wheel and its influence in Dadaism

Duchamp's Bicycle Wheel and its influence in Dadaism
Duchamp’s Bicycle Wheel and its influence in Dadaism

Duchamp’s, Bicycle Wheel, was his first ready-mades, a class of objects he invented not only evoked the ideas of previous artistic movements, but also implemented an entirely new way of thinking about what art can be.
Develop the paper while focus on these questions: Is it typical of the artist’s work, or unusual? How does it fit into the larger development of Dadaism or of abstraction? Does it borrow from surprising sources, or make surprising use of them? How did its first viewers and patrons see it? Do later critics have a different view of it?

Duchamp’s Bicycle Wheel and its influence in Dadaism Research Paper Requirements

Research paper on Duchamp’s Bicycle Wheel and its influence in Dadaism
Duchamp’s, Bicycle Wheel, was his first ready-mades, a class of objects he invented not only evoked the ideas of previous artistic movements, but also implemented an entirely new way of thinking about what art can be.
Develop the paper while focus on these questions: Is it typical of the artist’s work, or unusual? How does it fit into the larger development of Dadaism or of abstraction? Does it borrow from surprising sources, or make surprising use of them? How did its first viewers and patrons see it?

Duchamp’s Bicycle Wheel and its influence in Dadaism Paper Specifications

Do later critics have a different view of it?
Research paper on Duchamp’s Bicycle Wheel and its influence in Dadaism
Duchamp’s, Bicycle Wheel, was his first ready-mades, a class of objects he invented not only evoked the ideas of previous artistic movements, but also implemented an entirely new way of thinking about what art can be.
Develop the paper while focus on these questions: Is it typical of the artist’s work, or unusual? How does it fit into the larger development of Dadaism or of abstraction? Does it borrow from surprising sources, or make surprising use of them? How did its first viewers and patrons see it? Do later critics have a different view of it?

Ethical Issues on Engineering Technology

Pick one of the Ethical Issues on Engineering Technology and Make it the Topic.
Written Report Guidelines
Each student MUST write a report on a topic taken from any of the following areas: 1.) Ethical issues in engineering technology, Ethical Issues on Engineering Technology

Ethical Issues on Engineering Technology
Ethical Issues on Engineering Technology

2.) diversity as it relates to the engineering technology profession, or 3.) contemporary societal and global issues in the engineering technology field.
The report MUST meet the following specifications:
Preparation: The report MUST be typed three (3) to four (4) pages in length, double-spaced with no wider than 1” borders and no larger than 12 point font with at least three (3) different references. The report MUST observe all standard rules of a professionally prepared written report including proper use of grammar and spelling. (There MUST be at least three (3) complete pages of text material!)

Ethical Issues on Engineering Technology Brief History

Title page: Must include the project title, course name, student name, and date. (Not included in page count!)
Introduction: Must include background information and/or a brief history to introduce your topic.
Discussion: This is the body of the report. Ethical Issues on Engineering Technology Must include a full discussion or description to completely explain the topic. Include figures and data as needed.
Summary/Conclusion: Discuss the current status or usage of the subject you have described. Give some indications of future developments. Must include background information and/or a brief history to introduce your topic.
Discussion: This is the body of the report. Must include a full discussion or description to completely explain the topic. Include figures and data as needed.
Summary/Conclusion: Discuss the current status or usage of the subject you have described. Ethical Issues on Engineering Technology Give some indications of future developments. Each student MUST write a report on a topic taken from any of the following areas: 1.) Ethical issues in engineering technology, 2.) diversity as it relates to the engineering technology profession, or 3.) contemporary societal and global issues in the engineering technology field. Ethical Issues on Engineering Technology

Underground Railroad Contributions Evaluation

Underground Railroad Contributions Evaluation Evaluate the contributions of the ‘Underground Railroad’ to the abolition of slavery in the United States.
Discussion essay should be between 500 and 600 words long. Your discussions must include references from the assigned course readings. Evaluate the contributions of the ‘Underground Railroad’ to the abolition of slavery in the United States.

Underground Railroad Contributions Evaluation
Underground Railroad Contributions Evaluation
Underground Railroad Contributions Evaluation Writing Guidelines

Evaluate the contributions of the ‘Underground Railroad’ to the abolition of slavery in the United States. Discussion essay should be between 500 and 600 words long. Your discussions must include references from the assigned course readings. Underground Railroad Contributions Evaluation Evaluate the contributions of the ‘Underground Railroad’ to the abolition of slavery in the United States. Discussion essay should be between 500 and 600 words long. Your discussions must include references from the assigned course readings. Evaluate the contributions of the ‘Underground Railroad’ to the abolition of slavery in the United States. Underground Railroad Contributions Evaluation
Discussion essay should be between 500 and 600 words long. Your discussions must include references from the assigned course readings. Evaluate the contributions of the ‘Underground Railroad’ to the abolition of slavery in the United States. Discussion essay should be between 500 and 600 words long. Your discussions must include references from the assigned course readings. Underground Railroad Contributions Evaluation Evaluate the contributions of the ‘Underground Railroad’ to the abolition of slavery in the United States. Discussion essay should be between 500 and 600 words long. Your discussions must include references from the assigned course readings. Evaluate the contributions of the ‘Underground Railroad’ to the abolition of slavery in the United States. Discussion essay should be between 500 and 600 words long. Your discussions must include references from the assigned course readings. Your discussions must include references from the assigned course readings.

Manufacturing Proposals for Gearbox and Square Screw

Manufacturing Proposals for Gearbox and Square Screw write a report about:
1- Manufacturing proposals for gearbox. Manufacturing Proposals for Gearbox and Square Screw
2- Manufacturing proposals for square Screw.
*Kindly have a quick read on this brief which does not include any of the requirements but just because it may help you to understand more of what me and my group should do. Manufacturing Proposals for Gearbox and Square Screw

Manufacturing Proposals for Gearbox and Square Screw
Manufacturing Proposals for Gearbox and Square Screw
Manufacturing Proposals for Gearbox and Square Screw Main Objectives

The main objective is to design an access cowl actuator that is capable of being manufactured in factories.  Manufacturing Proposals for Gearbox and Square Screw However, considering the unit cost of the equipment and the electric supply within the approximate requirement the specification of actuator and it working is classified within detailed and carried over within the best engineering concept.
Summary
Pneumatic cowl actuator is a part of aircraft which covers the engine. It works with angular motions by the movement of actuator which led to open/close of cowl. The report includes the design of cowl actuator with specific dimensions. Carried on with the material selected for the equipment, torque and other calculations have been done on Ball screw size, sample gearbox, power screw, bearing and motor. Manufacturing report has also been conducted to form a better engineering element in the market. Manufacturing Proposals for Gearbox and Square Screw All requirements have been considered as a major aspect of thee project and design and costing is illustrated by the professional SOLIDWORKS software and CES EDUPACK have been selected)
So In conclusion all I want is a report about
1- Manufacturing proposals for gearbox.
2- Manufacturing proposals for the square Screw.
All the proposals, why, cost … etc. Manufacturing Proposals for Gearbox and Square Screw

Summary Product of Hydraulic Fracturing

Summary Product of Hydraulic Fracturing This is a more detailed summary product of the last paper that was written over hydraulic fracturing, I will upload the teachers instructions, It needs to sound more personable and not so much of the citations…a good mixture.

Summary Product of Hydraulic Fracturing
Summary Product of Hydraulic Fracturing

The other writer I used had lots of spelling & grammatical errors. Summary Product of Hydraulic Fracturing This is a more detailed summary product of the last paper that was written over hydraulic fracturing, I will upload the teachers instructions, It needs to sound more personable and not so much of the citations…a good mixture. The other writer I used had lots of spelling & grammatical errors. Summary Product of Hydraulic Fracturing This is a more detailed summary product of the last paper that was written over hydraulic fracturing, I will upload the teachers instructions, It needs to sound more personable and not so much of the citations…a good mixture. The other writer I used had lots of spelling & grammatical errors. Summary Product of Hydraulic Fracturing This is a more detailed summary product of the last paper that was written over hydraulic fracturing, I will upload the teachers instructions, It needs to sound more personable and not so much of the citations…a good mixture. The other writer I used had lots of spelling & grammatical errors. Summary Product of Hydraulic Fracturing This is a more detailed summary product of the last paper that was written over hydraulic fracturing, I will upload the teachers instructions, It needs to sound more personable and not so much of the citations…a good mixture.

Summary Product of Hydraulic Fracturing Teacher’s Instructions

The other writer I used had lots of spelling & grammatical errors. Summary Product of Hydraulic Fracturing This is a more detailed summary product of the last paper that was written over hydraulic fracturing, I will upload the teachers instructions, It needs to sound more personable and not so much of the citations…a good mixture. The other writer I used had lots of spelling & grammatical errors.

Replacing Gasoline by Hybrid Cars in next 20 Years

Replacing Gasoline by Hybrid Cars in next 20 Years The essay guideline is based on the attached doc. And please write it in the college level and avoid the list of words I shown in the doc.

Replacing Gasoline by Hybrid Cars in next 20 Years
Replacing Gasoline by Hybrid Cars in next 20 Years

please read the book,” American Earth: Environmental Writing since Thoreau. Ed. Bill McKibben. The Library of America, 2008. to quote appropriate quotes in
it (at least 4 passages from the book) And be prescriptive. While electric vehicles still represent a very small percentage of global car sales, automotive companies have made significant investments in them. As governments move to increase emissions standards, even traditional manufacturers anticipate electric vehicles playing a big role in the near future.

Safety in Designing Fire Apparatus over Last 20 Years

Safety in Designing Fire Apparatus over Last 20 Years The student shall prepare a paper to identify how safety has been incorporated into the design of fire apparatus over the last 20 years.

Safety in Designing Fire Apparatus over Last 20 Years
Safety in Designing Fire Apparatus over Last 20 Years

This should include:
The transformation from the use of tailboard riding positions to rear-facing jump seat positions to enclosed cab positions.
This should include a brief explanation of the timeline of this change.
Identify what safety devices have been developed into apparatus design such as stripping, lighting, and vehicle collision safety devices.
Conclude your report with a brief summary of the overall safety initiatives that are included from the report in the publication listed from the website below.
Must cite 3 sources

Introduction to Engineering for Bridge Design

Introduction to Engineering for Bridge Design Introduction: • Objective is to build a light bridge that holds a lot of weight

Introduction to Engineering for Bridge Design
Introduction to Engineering for Bridge Design

• Teamwork and communicating with your team
• Make sure the bridge meets the rules
Materials
• Hot glue gun
• Popsicle sticks
• Wood glue
• Tape
• Ruler
• Pen
• Knife

Introduction to Engineering for Bridge Design Methods

• We started off brainstorming for some ideas on a bridge design.
• After that we picked some of the bridges to test on west point bridge design.
• We saw the results of which bridges we could use
• One thing we always kept in mind was the rules of the bridge competition.
Methods
• Measured the popsicle sticks and marked them off where we want to glue them together
• We made the bottom two pieces first
• The top of the bridge was next
• Final the sides that connected the bottom and top together
• At last, we connected both of the sides together
• Tested one bridge by ourselves and we use Hamad’s as the weight to put on top of the first bridge……. It failed horribly
Results For First Bridge and Discussion
• Popsicle sticks use:145
• A weight of bridge: 198.3
• Weight the bridge holds:25.86lbs, 11730grams
• What caused it to fail: the bridge tilted to the side, but it did not break
Results For Final Bridge and Discussion
• Popsicle sticks use: 170
• A weight of bridge: 249.8
• Weight the bridge holds:64.68lbs, 29338grams
• What caused it to fail: the bridge tilted to the side, but it did not break

Introduction to Engineering for Bridge Design Conclusions

• From the first bridge we built, we learned that it is important to make the bottom and top stronger
make the triangles equal and have lots of them
Recommendation
• Make the bridge not tilt to the side because none of our bridges broke the design would fail because how it tilted on its side
• Do some more research on which bridges could hold more
• Use better popsicle sticks because we use cheap and bad ones
Written Paper (Final paper) Requirements – follow Sato’s lecture on Technical Writing
? The paper must be prepared and submitted by individual students.
? The final paper is expected to be between 3 and 5 typewritten pages (single spaced).
? The paper must be typed using a font size of 11 or 12, font type of Times New Roman.
? Have the papers typed, single-spaced, on one side only paper with 25-mm (1 inch) margins
? Margins, in all directions, must be 25 mm (1 inch).
? A cover page must include course number, course title, paper title, student name, affiliation,
corresponding address, E-mail address, and abstract (follow Sato’s lecture on Technical
Writing).
? Abstract should be between100 and 200 words, including the objective of the project,
methodology, and major results and conclusions.
? The primary use of SI units is mandatory. Units other than SI may be given in parenthesis.
? The paper must be succinct, well organized, grammatically, and technically correct. *
? Artwork (e.g., figures, tables, photos, and associated documents) may be included in text or
Appendix (Appendices). Appendices are not included in the page requirement.
? The final paper must be bound (stapled).
and this is the technical writing that must be used in the paper

.Sources: Author Guidelines (Sources: Water Research, Water Environment Research, ASCE) Overall Structure –Manuscript Format (in general)
A complete manuscript should include the following:
1. Title (including authors, their affiliation, and addresses)
2. Abstract
3. Keywords
4. Introduction
5. Methodology (Material and Methods)
6. Results
7. Discussion (or Results and Discussion)
8. Conclusions
9. Acknowledgments
10. References
11. Appendix (or Appendices)
Subsections
Divide your article into clearly defined and numbered sections (generally for a large document).
? Subsections should be numbered 1.1 (then 1.1.1, 1.1.2, …), 1.2, etc. o Abstract is not included in section numbering.
? Use this numbering also for internal cross-referencing: do not just refer to ‘the text’.
? Any subsection may be given a brief heading.
? Each heading should appear on its own separate line.
Title Page
The text should begin with the title of the paper.
? Title should be concise and informative.
? Avoid abbreviations and formulae where possible.
? Titles are often used in information-retrieval systems.
? Title page includes, but not limited to, the title of the document, author and coauthors, affiliations, and
addresses.
Author names and affiliations
On the next line (after the title), place the authors’ names in the order in which they are to be referenced preceded by superscript numbers that correspond
to their affiliations, which will be listed below (the corresponding author’s name will also be preceded by an asterisk).

Introduction to Engineering for Bridge Design Example

Belinda J. Rossini1*, Lorna E. Ernesto1, Steve M. Harris2
1*COOP, 2 Penna Center, 1500 Heights Boulevard, Suite 600, Philadelphia, PA 00000; e-mail: brossini@coop.com (at the time that this research was conducted,
a graduate student in the Department of Environmental Sciences, Rutgers University, New Brunswick, New Jersey)
2Department of Environmental Sciences, Rutgers University, New Brunswick, New Jersey
? Where the family name may be ambiguous (e.g., a double name), indicates this clearly.
? Present the authors’ affiliation addresses (where the actual work was done) below the names.
? Indicate all affiliations with a lower-case superscript letter immediately after the author’s name and in front of the appropriate address.
? Provide the full postal address of each affiliation, including the country name and, if available, the e-mail address of each author.
Corresponding author
? Clearly indicate who will handle correspondence at all stages of refereeing and publication, also post-publication.
? Ensure that phone numbers (with country and area code) are provided in addition to the e-mail address and the complete postal address.
? Contact details must be kept up to date by the corresponding author.
Present/permanent address
? If an author has moved since the work described in the article was done, or was visiting at the time, a ‘Present address’ (or ‘Permanent address’) may be
indicated as a footnote to that author’s name.
? The address at which the author actually did the work must be retained as the main, affiliation address. Superscript Arabic numerals are used for such footnotes.
Abstract and Keywords Abstract
AThe abstract should state briefly the purpose of the research, the principal results and, major message.
? Abstract should contain concise, factual information on objectives, methods, results, and conclusions.
o Opinions, obscure terms, and jargon should be avoided
The abstract is often presented separately from the article, so it must be able to stand alone.
o For this reason, References should be avoided, but if essential, they must be cited in full,
without reference to the reference list.
? Abbreviations should be avoided, but if essential they must be defined at their first mention in the
abstract itself.
? A suitable abstract length is approximately 150-200 words.

Introduction to Engineering for Bridge Design Keywords

The line below the abstract may contain keywords, listed in order of importance, that identify the main points in the manuscript.
? Immediately after the abstract, provide keywords, but not too many o 3 – 10 keywords
? Avoid general and plural terms, and multiple concepts (avoid, for example, “and”, “of”).
? Be sparing with abbreviations: only abbreviations firmly established in the field may be eligible.
? List keywords that make your paper easy detectable for interested readers in literature databases.
o Keep in mind that these keywords will be used for indexing purposes. o Repeating terms in the title is usually not needed.
Main Manuscript Body