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Original file line number Diff line number Diff line change
Expand Up @@ -139,18 +139,9 @@
"\n",
"### 2. Assemble Examples (Gather Data)\n",
"\n",
"It's very rare that a real-world project will start with all the data necessary to get\n",
"to a satisfactory solution, much less to establish confidence.\n",
"\n",
"In our case, we're going to assume that we have a decent sample of system *inputs*, \n",
"in the form of but receipt images, but start without any fully annotated data. We find \n",
"this is a not-unusual situation when automating an existing process. Instead, \n",
"we'll walk through the process of building that out as we go along by collaborating with\n",
"domain experts, and make our evals progressively more comprehensive.\n",
"In our case, we're going to assume that we have a decent sample of system *inputs*\n",
"(here, photographs of receipts), but start without any fully annotated data. We'll walk\n",
"through the process of incrementally expanding our test and training sets as we go along\n",
"and make our evals progressively more comprehensive.\n",
"It's very rare for a real-world project to begin with all the data necessary to achieve a satisfactory solution, let alone establish confidence.\n",
"\n",
"In our case, we'll assume we have a decent sample of system *inputs*, in the form of but receipt images, but start without any fully annotated data. We find this is a not-unusual situation when automating an existing process. We'll walk through the process of incrementally expanding our test and training sets in collaboration with domain experts as we go along and make our evals progressively more comprehensive.\n",
"\n",
"### 3. Build an End-to-End V0 System\n",
"\n",
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