@varinder_bansal I think this sector will boom . Many oil psu has built tankers to store ethanol .Plus internationally sugar supply is affected due to brazil frost, in International market ethanol price will go up and force brazil to make more ethanol which will decrease sugar supply.

Hello, writers! How about a thread on LITERARY AGENTS? How to get one, how to talk to one, how to keep one happy. Spoiler alert: I am 100% pro agent and can't imagine not having one on my side. 1/

Why would you want a literary agent?
* you want to be traditionally published
* you want someone experienced to help guide your career
* you want to learn how to edit like a pro
* you want to sell foreign and movie rights
* you want answers to your newbie questions 2/

Why you might *NOT* want a literary agent:
* you want to self publish
* you're not willing to compromise on your edits
* you don't think their expertise is worth 15% of your advance
I... can't think this way. Literary agents have been crucial to my career. 3/

So, how do you get a literary agent?
1. Have a finished, revised, edited, polished manuscript.
2. Write a query letter for your book
3. Send your query to agents who rep your genre and are open to submissions
4. Repeat steps 1-4 until you're offered representation. 4/

So, let's go through those four steps. First of all, you must have a finished, revised, edited, polished book, and it must be sellable. That is, you can't sell a 600k picture book or a 40k adult Fantasy, etc. You must read extensively in the genre you're writing. 5/

Important paper from Google on large batch optimization. They do impressively careful experiments measuring # iterations needed to achieve target validation error at various batch sizes. The main "surprise" is the lack of surprises. [thread]

https://t.co/7QIx5CFdfJ

The paper is a good example of lots of elements of good experimental design. They validate their metric by showing lots of variants give consistent results. They tune hyperparamters separately for each condition, check that optimum isn't at the endpoints, and measure sensitivity.

They have separate experiments where the hold fixed # iterations and # epochs, which (as they explain) measure very different things. They avoid confounds, such as batch norm's artificial dependence between batch size and regularization strength.

When the experiments are done carefully enough, the results are remarkably consistent between different datasets and architectures. Qualitatively, MNIST behaves just like ImageNet.

Importantly, they don't find any evidence for a "sharp/flat optima" effect whereby better optimization leads to worse final results. They have a good discussion of experimental artifacts/confounds in past papers where such effects were reported.

Wracając do sedna dzisiejszego zamieszania z artykułem autosportu / motorsportu. Kubica mówi w nim, że podejmie swoją decyzję w ciągu kilku dni. Rozważa opcję z Williamsem lub posadę kierowcy symulatora w Ferrari. Więc za kilka dni dowiemy się co go czeka za rok. #F1PL

Autosport / motorsport zmienił nagłówek swoje tekstu, bo pierwotnie sugerował on że Kubica jest numerem jeden na liście Williamsa na tytuł mówiący tylko tym, że nadal jest na liście kandydatów. Zrobili to po interwencji zespołu. Same wypowiedzi Kubicy z wywiadu się nie zmieniły.

Trudno powiedzieć czy autor się pośpieszył i wyciągnął inne wnioski niż powinien, a może wie coś więcej, ale nie mógł tego otwarcie napisać. Słowa Kubicy brzmią jednak jednoznacznie: decyzję podejmie w ciągu kilku dni.

A lot of bootstrappers think they have a marketing problem:

"I need to get better at marketing."

But, it's more likely that you have a product problem:

"Do customers really want this? Do they care enough about this to switch to a new solution?"

☝️ this is why most of my book, @marketingdevs, is about:

1. Choosing the right market
2. Building something they want

"If your product is remarkable, getting noticed is a lot easier." – @peldi

I was reminded of this concept again this morning while reading @pjrvs' book (Company of One):

"Sales increase when you honestly evaluate what someone needs and then teach them the value of what you're selling."

To succeed, your product has to offer an outcome that is highly desirable to a large group of customers.

The number of sales your product receives is a multiple of these two variables:

1. How big is the target market?
2. How desirable is the outcome you're offering them?